Every queue item leases an ephemeral transition f(Substrate_in) → Verifier → Substrate_out guarded by monotonic lease_epoch compare-and-swap. Below are the 4-stage source qualification DAG, all 78 specialized queue categories, the 41 short tenant control lane aliases (aq01..aq61), and all 320 named single-verb queues across 61 pipeline phases.
aq22 → aq23 → aq24 + aq25 → aq26)When an agent or connector discovers a Google Drive folder, Dropbox link, S3 prefix, SEC EDGAR feed, or public directory, Teleon never dumps raw files straight into retrieval stores. Instead, completion of each stage atomically spawns the next verification lease:
aq22 (source_discovery): Normalizes source_uri, blocks duplicates with 409 duplicate_source_uri_pruned, writes teleon_mt_source_registry as discovered, and spawns aq23.aq23 (qualify_source): Verifies reachability, SPDX/terms compatibility, and zero PII/harm vetoes; quarantines unsafe drops or spawns both aq24 and aq25 in parallel.aq24 (qualify_searchability): Validates ≤ 50-token SKOS L0 scent card, typed IOPE ports, and modality similarity space; spawns OCR/ASR indexing in aq14 if score < 0.60.aq25 + aq26 (qualify_importance → qualify_categorization_taxonomy): Computes non-compensatory EVOI tier and promotes STANDARD+ items into teleon_mt_substrate_catalog (S01..S278).Invariant: Deduplicates mutation_signature (409 on repeat) and only promotes incumbent when candidate_score > incumbent_score and guardrails_passed === true; suboptimal runs record negative knowledge.
Prevents parallel agents from overwriting improvements, regressing secondary guardrails, or re-testing known dead ends.
Invariant: Quantifies positive and negative 1st/2nd/3rd-order spillovers and atomically spawns a linked ideate_internalization work item whenever spillover crosses threshold.
Stops narrow Goodhart optimization from creating unpriced technical debt, UX harm, security risk, or missed positive-sum byproducts.
Invariant: Requires a normalized (sum = 1.0) Beneficiary Incidence Ledger naming concrete cohorts, evidence kind, and cost_bearer_cohort; flags incidence asymmetry when cost-bearers capture <20% of value.
Eliminates busywork theater by proving who captures real value vs. who bears the cognitive, financial, or operational cost.
Invariant: Enforces strict actor non-correlation at claim time (worker_id !== author_agent_id -> 409 on self-claim).
Prevents confirmation bias and rubber-stamp self-grading before high-impact releases.
Invariant: Evaluates proposed value against mandatory zero_call_baseline_value and next_best_alternative_value before authorizing downstream spend.
Prevents spending LLM tokens or engineering weeks on tasks beaten by a simple deterministic script or off-the-shelf option.
Invariant: Splits large epics into <=4k-token leaf leases with typed input/output contracts while keeping the parent vertex parked until leaf merge.
Allows smaller, cheaper models to execute large overnight tasks reliably without context window degradation.
Invariant: Schedules items by volatility half-life and emits downstream events only when content hash or benchmark rank mutates.
Keeps fast-rotting benchmarks, model releases, pricing, and deprecations accurate without redundant polling.
Invariant: Requires full bitmask passage (secret scan, license check, deterministic test, schema validation) inside staging before catalog promotion.
Safely ingests donated public-good compute outputs, working-directory files, and 3D/media assets.
Invariant: Seals independent evaluations until K distinct workers commit verdicts, preventing herd anchoring.
Produces calibrated inter-rater reliability scores on ambiguous architectural or public-good evaluations.
Invariant: Ranks recurring manual copy-paste/approval loops by weekly_hours_lost * automation_feasibility.
Identifies where executives and engineers are acting as 'meat proxies' between disconnected systems.
Invariant: Leases exact (role, harness, model_tier, skill_bundle) cells and records signed co-working verification receipts.
Guarantees that skills, tools, dependencies, and model configs actually work together before shipping an agent kit.
Invariant: Drains failed or suboptimal leases into compact 'Do Not Repeat' constraint cards indexed by task signature.
Turns failed experiments into reusable institutional memory so future agents never pay twice for the same mistake.
Invariant: Computes 4-path SituationFingerprints (skeleton_hash + blk_dom/blk_io/blk_err/blk_lsh + effect_mask), blocks INFRASTRUCTURE_INVALID blips from semantic learning, promotes N>=3 independent verified episodes into 0-call deterministic reflexes, and trips a circuit-breaker on postcondition drift.
Graduates repeated Agent-led (1+ calls) and Hybrid workflows into sub-millisecond 0-model-call procedural muscle memory without O(N^2) vector scans or brittle exact-string caches.
Invariant: Deduplicates canonical source_uri (409 on repeat), registers the raw drop (Google Drive folder, Dropbox link, GitHub release, S3 bucket, EDGAR feed, or HTTP directory) in teleon_mt_source_registry, and atomically spawns a qualify_source task in aq23.
Turns ad-hoc folder links, APIs, and public data drops into tracked intake leases without duplicate crawling.
Invariant: Verifies reachability, access_mode, SPDX/terms compatibility, zero PII/harm vetoes, and detected file modalities; quarantines vetoed sources and atomically spawns BOTH qualify_searchability (aq24) and qualify_importance (aq25) when clean.
Prevents broken links, proprietary/unsafe drops, or PII leaks from entering Persistent Substrate Stores.
Invariant: Validates <=50-token SKOS L0 scent card, typed IOPE ports, 4-tier Roaring bitmaps (B_85, B_60, B_NEG), and modality-matched similarity space; computes searchability_score_0_1 and spawns OCR/ASR indexing in aq14 if < 0.60.
Guarantees every stored code module, contract, image, video, 3D scene, or dataset can actually be found and retrieved in <1 ms.
Invariant: Computes non-compensatory importance_score_0_1 from expected_evoi_bits_per_100tok, taedri_novelty_delta, beneficiary_reach_0_1, and decision_criticality_0_1; assigns CRITICAL | HIGH | STANDARD | ARCHIVE_COLD | PRUNE and spawns aq26 taxonomy promotion when >= STANDARD.
Stops storage bloat and context dilution by separating high-leverage decision substrates from low-signal noise.
Invariant: Binds qualified items to canonical Persistent Store IDs (S01..S278), store_family, modality, and Git-blob SWHID, committing verified Universal Substrate Envelopes into teleon_mt_substrate_catalog.
Bridges ephemeral qualification verbs (Atomic Queues) into versioned, content-addressed reusable nouns (Persistent Stores).
Invariant: Evaluates candidate Contract Cards and skills across multiple model families plus mutmut_kill_score >= 0.80; blocks promotion whenever min(per_model_deltas) < 0.
Prevents shipping instructions or skills that lift one model while silently regressing another model family.
Invariant: Bypasses injection when baseline_pass_prob >= 0.98 and ambiguity_entropy < 0.15, blocks cards > 2,048 bytes, and routes compact L1 Contract Cards strictly pre-turn.
Eliminates +62% latency bloat on already-saturated tasks and avoids mid-turn context disruption.
Invariant: Applies Tversky B_NEG hard aspect vetoes followed by Pirolli/Card Information Scent (EVOI per token) to prune thousands of store candidates down to <=5 items.
Matches human and agent bounded rationality so workers compare 3-5 qualified options instead of drowning in 50 noisy hits.
Invariant: Applies exponential staleness decay exp(-lambda * age_days) to Beta (alpha, beta) evidence posteriors and fires deterministic reopen leases when review_trigger predicates trip.
Re-evaluates past architectural, benchmark, or vendor decisions automatically when pricing, latency, or release facts shift.
Invariant: Enforces identical tool/prompt scaffold parity across models on uncontaminated holdouts and flags scaffold inflation whenever retry budgets or custom wrappers diverge.
Separates genuine model or substrate lift from benchmark-specific scaffold gaming.
Invariant: Separates Constructor, Checker, and Successor affine-drift bracketing; compares retained_calls vs rebuild_calls, conventional_cache_calls, and direct_expert_calls over expected_reuse_count, emitting PROMOTED_SUCCESSOR_BRACKET, KEEP_PRESENT_DESIGN_CACHE_SUFFICIENT, or HALT_TRANSFER_UNAMORTIZED_OR_OUT_OF_BRACKET while keeping historical_evidence_swhid, qualification_state, and production_authority_scope strictly separate.
Turns completed missions into reusable operators for shifted conditions while knowing measurably when transfer saves calls (-12.69% vs rebuild), ties a cache, loses (+92 calls on unamortized one-offs), or must stop.
Invariant: Audits whether an agentic workflow prompt masks an exact deterministic algebraic, SQL-join, or set-reconciliation operator; emits REFRAMED_TO_ZERO_CALL_OPERATOR into S246 when algebraic_reducibility_verified === true and estimated_call_reduction_pct >= 50.
Challenges poorly framed tasks before burning expensive LLM loops when a deterministic operator solves the true underlying need.
Invariant: Requires non-empty session_tag, inverse patch undo_bundle_swhid, import_graph_closed === true (zero omitted packaged dependencies), target_refs_fresh === true (live DOM/API bindings unmutated mid-batch), and no_send_shadow_verified === true before side effects.
Prevents multi-agent workspace clobbering during rollback, ERR_MODULE_NOT_FOUND bundle crashes, stale mid-batch UI mutations, and unverified external sends.
Invariant: Evaluates evidence_score against policy_threshold before intrusive inspection, camera escalation, or high-impact alerts, committing an immutable docket to Store S248 recording both why the system looked and why it held back.
Eliminates surveillance creep, alert fatigue, and unlogged silent drops across civic safety, compliance, and trust-sensitive workflows.
Invariant: Checks multi-session state transitions against entity-timeline causal order, lifecycle/ownership invariants, and lore axioms in Store S249, blocking canon contradictions at commit time.
Keeps persistent interactive worlds, simulations, and long-horizon stateful narratives coherent across hundreds of sessions.
Invariant: Verifies semantic accessibility tree completeness, deterministic focus order, ARIA live-region announcements, tactile/audio fallback cues, and visual_only_affordances === 0.
Guarantees blind, low-vision, and eyes-free users receive complete non-visual operational parity instead of visual-only UI dead ends.
Invariant: Enforces physical reference brackets (snr_db >= min_snr_db, 50/60Hz notch and ocular artifact rejection, spatial fiducial/ArUco scale lock, and unit_bom_usd <= max_bom_usd) prior to downstream model inference.
Stops models from guessing over uncalibrated EEG/BCI signals, scale-free AR plant cameras, or hardware prototypes that violate unit-cost ceilings.
Invariant: Rejects shared plaintext demo credentials (shared_plaintext_credentials === false), verifies TTL-scoped trial token isolation, and executes deterministic two-list double-entry shipment/payment reconciliation with source-linked exception grouping.
Replaces leaked sandbox passwords in public channels and catches partial-failure logistics and fintech settlement mismatches deterministically.
Invariant: Verifies beat/onset phase drift abs_onset_error_ms <= 15 and render p99_frame_ms <= 16.67 across audio stems and reactive shader keyframes.
Provides deterministic timing and frame-budget verification for real-time audio-reactive visuals, live stages, and synchronized captions.
Invariant: Grades hands-on task outputs against golden fixtures within a bounded step_budget (default <= 8) while requiring strict separation of cited observed_facts from inferences.
Replaces passive quizzes and unbounded codebase wandering with reproducible, citation-backed skill verification.
Invariant: Increments lease_epoch atomically (meta.changes === 1) on claim and rejects stale worker heartbeats or completions with 409 fencing_epoch_conflict.
Eliminates split-brain duplicate commits across concurrent distributed worker fleets.
Invariant: Routes compact <=2,048-byte L1 Contract Cards strictly prior to Turn 1 when task ambiguity or root-cause diagnostic risk is positive.
Lifts multi-step investigative pass rates (0% -> 87.5% on diagnostic benchmarks) without mid-turn trajectory disruption.
Invariant: Scores candidate substrate patches by Expected Value of Sample Information (bits per 100 tokens) over <=50-token L0 cards before loading full payloads.
Prevents blind full-document context stuffing across large folders and repositories.
Invariant: Applies <0.15 ms bitwise ANDNOT against B_NEG facets prior to similarity ranking so unsafe licenses, PII, or withdrawn crypto never enter consideration sets.
Guarantees high semantic similarity can never override hard compliance or security boundaries.
Invariant: Promotes recurring verified decision configurations into 1-click presets only after N>=3 clean episodes with failure_streak === 0.
Turns proven incident and engineering playbooks into sub-millisecond reusable presets without single-shot luck pollution.
Invariant: Verifies stdlib-first Python, TypeScript, and SQL primitives with mutmut kill score >= 0.82, typed IOPE ports, and Git-blob SWHID.
Stops agents from rewriting fragile parsers and helpers from scratch on every task.
Invariant: Compiles pure primitives with canonical NaNs, zero ambient clock/net WASI imports, and <=5,000,000 instruction fuel ceilings.
Enables sandboxed, bit-exact 0-model-call execution across heterogeneous x86_64 and ARM64 workers.
Invariant: Requires lake build exit code 0 with zero sorry or unapproved axiom declarations across formal state-machine and conservation specs.
Eliminates subtle epoch-wrap, CAS race, and basis-point rounding bugs in critical state machines.
Invariant: Validates gltf-validator schema compliance, KTX2 texture compression, explicit Y-up meter metadata, and <=180 draw calls.
Prevents unoptimized textures, broken axis conventions, and mobile WebGPU crashes in 3D pipelines.
Invariant: Verifies positive watertight solid volume via BRepCheck_Analyzer and computes order-12 3D Zernike descriptors for rotation-invariant search.
Catches non-manifold open shells before CNC/3D printing and enables geometric similarity search.
Invariant: Enforces 8% platform title-safe margins, zero-baseline bar charts, deterministic headless frame export, and webhook idempotency.
Prevents clipped mobile overlays, misleading truncated chart axes, and duplicate social/email publishes.
Invariant: Requires >=7.0:1 normal text contrast, >=4.5:1 UI border contrast, CVD series distinguishability, and bounded-precision raster-free SVG paths.
Eliminates low-contrast UI labels and bloated raster-embedded brand/diagram assets.
Invariant: Verifies -14 LUFS loudness, <=-1.0 dBTP true peak, zero copyrighted sample matches, and forced-alignment ASR transcript normalization.
Prevents inter-sample codec clipping, copyright contamination, and casing-induced WER false alarms.
Invariant: Hard-vetoes placement fee deductions or passport retention, enforces <=72h DPA breach notice clauses, and checks transitive SPDX compatibility.
Protects vulnerable workers from fee traps and blocks copyleft or vendor-training clause leaks.
Invariant: Pins exact accession numbers and comparative periods, verifies $1 balance-sheet/cash-flow tie-outs, and separates energized MW from LOIs.
Stops financial hallucination across split-adjusted share counts, covenants, and infrastructure capex filings.
Invariant: Normalizes SODA timestamps/coordinates, preserves USPS apartment/suite designators, and verifies >=0.94 precision/recall on labeled holdouts.
Prevents duplicate civic dispatch orders while avoiding false household merges across multi-unit buildings.
Invariant: Enforces AES/HMAC-FF1 format-preserving tokenization (radix^n >= 1,000,000), hard-refuses withdrawn FF3/FF3-1, and checks 8-gram originality.
Protects regulated PII and clean-room IP boundaries without breaking fixed-width downstream schemas.
Invariant: Enforces 0-bps Ring-3 fee waiver, permissive CC0/MIT/CC-BY-4.0 open licensing, client-side PII redaction, and offline clinic usability.
Delivers safe, lock-in-free tools to NGOs, rural clinics, and anti-human-trafficking responders.
Invariant: Caps delegation contracts at <=150 tokens with explicit owner, objective rubric, budget cap, and Means-vs-Ends escalation predicates.
Replaces multi-day Slack/email relay loops with crisp, verifiable delegation contracts.
Invariant: Caps self-contained leaf context packs at <=4,000 tokens paired with a deterministic local exit-0 test command.
Keeps small 8B-32B local and cloud overnight workers accurate without KV-cache overflow.
Invariant: Verifies presence, schema validity, SHA-256 manifest, and executable verifier pass across all 8 canonical working-directory kit files.
Ships drop-in repository skills and hooks that run reliably across Claude Code, Codex, OpenCode, Cursor, and Pi.
Invariant: Measures paired (with - without) task pass delta, token delta, and sample count N on held-out tasks unseen during skill authoring.
Replaces vanity star counts and self-graded prompts with empirical trust nutrition labels.
Invariant: Indexes phase(16), obstacle(12), concept_lattice(24), char 3-grams, and 8-band SimHash64 to surface what_worked and what_failed_avoid in <1.5 ms.
Recalls structurally analogous reasoning steps even when domain vocabulary or spelling differs completely.
Invariant: Identifies co-retrieved false-positive sibling substrates and attaches contrastive When-A-not-B rules and negative facet tags.
Sharpens retrieval precision when multiple tools or schemas share overlapping domain keywords.
Invariant: Composes 0..32 pure typed schema bridges during off-peak token windows and promotes only SWHID outputs beating single-call cost/latency.
Converts idle off-peak token quotas into sub-millisecond 0-call production bridges.
Invariant: Dedicated actor table join; merges repeated chat introductions into 1 canonical Actor with N linked observations.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Matches capabilities, schedule overlap, and competition rule limits into a versioned TeamCharter.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Enforces exact offer_version, expiry, authority, and exclusive capacity reservation without double-booking.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Binds cross-team resource pools while preserving separate team charters and attribution lineage.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Routes typed envelopes across Tier-0 Deterministic, Tier-1 Hybrid, and Tier-2 Agentic workers.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Records motions, blinded ballots, explicit minority dissent, and ratified DecisionRecords.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Compiles rubric rules into executable acceptance tests and verifies submission receipts.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Separates executable teams, hypothetical opponent policies, and calibrated population models under recursion caps.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Benchmarks candidate TeamRecipes against single-agent and fixed-team baselines net of optimizer cost.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Measures warmth, friction, momentum, playfulness, and NASA-TLX workload keeping degree and desirability separate.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Estimates P(acceptable | task, model, harness, tools, context, team, budget) across 6 neighbor cliffs.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Distinguishes healthy incubation from blocked prerequisites, stagnation, cliffs, and handoff failures.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Evaluates social understanding and restraint with blinded human and model calibration.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Discovers, normalizes, and benchmarks cloud LLMs and CPU/GGUF/OpenVINO/ONNX SLMs.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Normalizes image/audio/3D models and zero-shot MASE/CRPS time-series foundation models.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Separates SDKs, orchestrators, managed services, 7-stage RAG, optimizers, embeddings, and MCP/A2A servers.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Separates memory policies from vector/SQL substrates and durable execution from iPaaS.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Synthesizes blinded, randomized-order, executable benchmark specs per capability facet.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Recomputes 2x2 Quadrant, Weighted Wave, Exact Pareto set, Cliff Index, and Paired-Holdout WAR.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Invariant: Audits context waste and escalation rates to tune category_governance profiles.
Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
Expands seed topics across languages, geographies, timeframes, and polarity contrasts before any network fetch runs.
Fetches one target URL, API, registry, or feed per task, verifies SPDX license rules, and commits an immutable Observation.
Situates observations across thousands of concrete tech-stack, industry, and constraint scenarios first (aq85) before interrogating gaps for Problemize.
Compiles interrogated findings into one self-contained, falsifiable ProblemSituation with explicit constraints and success checks.
Produces the first verified working solution, code module, or drop-in harness package for an unsolved ProblemSituation.
Takes an already-working incumbent SWHID and baseline scorecard, competing to cut token cost, latency, or model calls with zero regression.
Isolates exact missing APIs, schemas, or empirical facts that blocked a solve attempt and dispatches targeted Stage-01 acquisition.
Remixes verified problems and solutions across new jurisdictions, resource ceilings, offline environments, and counterfactuals.
Extracts a compact L0 contract card, typed input/output ports, and license badge in seconds to unlock immediate retrieval.
Generates multilingual SKOS labels, AST byte-range maps, semantic embeddings, and reverse-problem links asynchronously.
Runs untrusted code and shims inside zero-network fuel-metered sandboxes against deterministic tests and mutation suites.
Repairs failing artifacts and attaches negative-constraint boundaries whenever agents confuse near-miss tools or arguments.
Discovers candidate people, organizations, places, leads, or domain things matching a target brief and resolves canonical IDs.
Claims one flat entity row, gathers missing structured attributes with source citations, and merges back into normalized tables.
Verifies one atomic (entity, attribute, value) claim against independent primary evidence, marking confirmed, disputed, or stale.
Content-addresses immutable files once in R2 and serves exact AST symbol byte slices without reloading whole repositories.
Combines 0-call lexical/trigram/LSH ranking, typed edge matching, and semantic caches while logging zero-hit demand gaps.
Wires verified contract cards along typed ports, synthesizes minimal shims, and checks candidates against the baseline.
Routes high-volume classifications, scores, and span extractions across 0-call rules and tiny classifiers with explicit abstention.
Projects shared backend capabilities onto standalone websites with isolated per-domain identity and adaptive payload sizing.
Answers recurring prompts at 0 model calls or injects compact cards on explicit opt-in while forwarding other calls untouched.
Negotiates pre-effect SDK and table versions, evolves supporting schemas safely, and casts normalized tables to flat task rows.
Matches signed CVE, deprecation, and model-pricing advisories against stored SWHIDs and queues sandbox-verified AST migrations.
Records agent/harness/model/skill provenance on every attempt, enforces cross-family CPOP review, and settles Q12 attribution.
Tracks provider limits, 50%-batch windows, free-tier quotas, and AUP rules to dispatch portable work at minimum cost.
Compiles hidden causal ground truth and benign counterfactuals ahead of observable artifacts across pluggable simulators.
Composes personalized outreach, builder spare-credit invitations, and account follow-ups; private campaigns stay in isolated internal D1.
Mines recurring multi-call agent traces across sq01..sq18 and crystallizes proven patterns into 0-call deterministic engines.
Extracts routes, OpenAPI/GraphQL/JSON-LD contracts, UI design tokens, and state flows from a live website and seeds flat build/test tasks.
Deconstructs a technical paper or specification into formal equations, pseudocode, hidden assumptions, missing ablations, and flat reproduction tasks.
Turns any user prompt, topic interest, or rough sketch into a searchable design brief, normalized entity stubs, and active generation tasks across queues.
Prevents agent context and horizon collapse on 50+ item lists by exploding large tasks or batches server-side into independent depth-1 flat queue rows.
Isolates the exact root cause and minimal failing reproducer from stack traces, logs, or regressions before any code patch is attempted.
Applies a surgical fix for one localized root cause, verifies red-to-green passage on the minimal reproducer, and banks a regression test.
Evaluates one parameter combination from an N-dimensional search grid as an isolated flat queue row and writes objective metrics to Store S8.
Computes the multi-objective Pareto frontier across completed grid cells, attributes parameter sensitivity, and schedules refined follow-up cells.
Synthesizes deterministic grading harnesses, golden fixtures, adversarial traps, and abstention holdouts for any task queue or capability.
Processes one parameterized email draft, triage, or follow-up per flat row with inline recipient context, suppression checks, and send-approval gating.
Generates or adapts one channel-specific social post per flat row from a verified artifact, release, or research finding with strict anti-slop checks.
Synthesizes one cited technical article, comparative dossier, or runbook per flat row, commits to CAS, and indexes into Store S7 for instant search.
Monitors queue items for stalls or horizon risk and breaks oversized tasks into wave-ordered flat subtask rows while keeping the original parent intact.
Repairs pod lease/schema/tool failures after checking edge contracts first, synthesizes middlelayer shims, and pairs wrapped OSS repos with native twin engines.
Captures novel tasks and unindexed datasets in document storage with mandatory contacts and resource locations when no predefined queue fits yet.
Detects recurring patterns inside catch-all documents and graduates them into dedicated flat queues, THP schemas, 5-role worker pods, and tuning grids.
Curates versioned flat SCD Type 2 packs of contexts, locales, settings, instructions, suggestion paths, and tools while keeping bare tasks 100% runnable.
Maps exact capability reliability, calibration error, abstain precision, cost, and hardware readiness across models, harnesses, context packs, and engines.
Evaluates harnesses, packs, and engines side-by-side on public benchmarks and leak-free custom Teleon ScenarioIR holdouts against bare baselines.
Finds jagged frontier pockets where models ace hard tasks yet fail adjacent neighbors or collapse on pass^k, and auto-enqueues shims, rules, and curriculum.
Produces editable parametric motion, 2D/3D scenes, shaders, CAD models, audio stems, and non-destructive reference-video recreations in Store S9.
Applies structured creative revisions while preserving untouched assets and proves the project reopens cleanly inside an isolated supported environment.
Compiles verified capabilities into drop-in harness folders (.claude, .codex, .opencode), OCI recipes, and workflow packs with native load verification.
Reconciles bitemporal entity facts, user feedback, and executive opportunity briefs across the 4 persistent intelligence layers without RuntimeMemory bleed.
Aggregates ballots across distinct model families and harnesses using pairwise error-correlation n_eff discounting and Condorcet Schulze ranking.
Resolves conflicting directions and meta-conflicts over authority rules via ASPIC+ priority defeat, Dung grounded extensions, or Pareto splits.
Audits reasoning traces for exact SWHID byte-span grounding, counterfactual option-swap invariance, and first-divergence-step localization.
Validates proof-carrying task certificates across formal kernels, SMT solvers, fuel-metered Wasm replays, property seeds, and byte spans at 0 model calls.
Calibrates four distinct 0..100 scales (confidence, strength, probability, likelihood) via 0-call PAVA isotonic maps and log-odds Bayes factors.
Attaches 5-layer rated advisory_only bundles across datasets, SWHIDs, links, tool calls, parametric tools, repos, packages, hooks, OKF, and overlays.
Appends every task variation (raw, non_enriched, enriched, guided, mutated, remixed, subdivided, arbiter_resolved) as its own self-contained flat row.
Grows persistent reference stores of synonyms, base AI phrases, anti-slop rewrites, time/location/situation phrases, and personality archetypes.
Combines Store S14 time, location, situation, topic, and personality axes via pairwise-coprime CRT strides into non-repetitive scenarios and queries.
Discovers and proposes open-source GitHub repositories, feeds, specs, packages, and technical links with immutable commit/digest and SPDX pins.
Extracts labels, keywords, descriptors, summaries, quantized embeddings, SimHash-256, 8 LSH band blocks, problem/solution/IO specs, and 5-level hierarchies.
Vets indexed Store S15 resources across 6 independent dimensions, runs cross-family approval, and wires typed hierarchical and relational graph edges.
Commits content-addressed Markdown/frontmatter note revisions onto Store S16, enforces If-Match optimistic concurrency, and serves Atom/ETag deltas.
Turns shared Store S16 notes or live tasks into deduplicated seed queue rows and bounded 1-item-per-row flat expansions without triggering code CI.
Mediates multi-turn bilateral dialog across workers, peers, supervisors, and assistants, parking task leases during clarification and resuming on reply.
Bridges 39+ heterogeneous agents across 14 non-MCP transports (A2A, OpenAPI Actions, Form-POST, two-step GET, Maildir, Git bundles, WebDAV, Email/Bot hooks, spool.jsonl) onto one fenced edge.
Computes 20 orthogonal 0..100 prioritization/enrichment/matching/descriptive scales, profiles user/harness preferences, and prepares disabled-by-default nomenclature & anti-slop transforms.
Indexes SimHash-256 signatures across small, medium, and large LSH bands plus half-band boundary-shifted buckets so items near band seams still collide in O(1), with dynamic THP schema revisions.
Stores multi-surface rows in one canonical partitioned table keyed by (partition_domain, surface_id, namespace, record_kind, status) + faceted tags instead of cumbersome per-surface tables.
Dispatches 50+ bots via bounded-load consistent hash rings (c=1.25), deficit WRR, and aging priority queues while monitoring latency, throughput, downtime, and stuck leases on SPC control charts.
Intercepts opt-in harness traffic at proxy.teleon.dev, answering verified exact/LSH hits in 0 inference calls, enriching misses with D1 context for BYO/hosted models, and queueing recurring misses for distillation.
Persists and executes content-addressed 0-call deterministic rules, conformance checks, SLO measurements, and Kaggle tabular metrics (RMSE, MAE, LogLoss, AUC, F1, NaN/constant guards).
Compiles large multi-stage tasks (such as full Kaggle competitions) into typed-edge component DAGs where multiple agents and parameter grids compete per node while preserving upstream/downstream compatibility.
Splits any macro-epic DAG node mid-flight into smaller sub-nodes or inserts new adapter/validator nodes while preserving original parent lineage and guaranteeing upstream/downstream edge compatibility.
Persists self-describing tasks, components, dimensions, remixers, mutators, quantifiers, settings, DAG vertices, and accounts in 1 flat table with zero DDL migrations.
Applies expanding sets of dimensions, remixers, mutators, and 0..100 quantifiers in O(1)-memory mixed-radix streaming mode, emitting append-only flat task and component rows.
Replaces ambiguous proxy routing with a 3-lane capability switchboard across 0-call library answers, BYO OpenRouter/Ollama vault slots, and managed surface credit pools while keeping standalone surface brands isolated.
Captures deep esoteric rules (Gemma 4 small harnesses, lifecycle hooks, colloquialisms, defensive counter-trafficking multi-signal precision + benign dampeners) and auto-seeds neglected blind spots.
Links records of the same person across name typos, phonetic spellings, and shared handles while unlinking over-merged distinct people when hard negative contradictions appear.
Runs adversarial micro-to-macro spectral validation and swaps subsystem engines or scoring logic at runtime behind conformance smoke probes with 1-call rollback and admin.teleon.dev telemetry.
Curates persistent datasets, download/scrape/pull recipes, and synthetic evaluation suites inside teleon_universal_records (datasets.teleon.dev) with zero extra SQL tables.
Deterministically chunks ZCode Dyad HTML dossiers and local Claude Code, Codex, OpenCode, Antigravity, and Muse histories in 0 model calls, stamping 16 dyad verbs and persona/activation/feeling scores.
Wraps 7 public scenario frameworks (Meta ARE/Gaia2, NVIDIA NeMo, Snowflake AWM, DeepMind Concordia, CAMEL OASIS, Mesa, OpenEnv) to generate thousands of situated stack/industry worlds BEFORE Problemize.
Publishes artifacts immediately through a tunable non-blocking thin-acceptance gate (thin_high_throughput default) while continuous background auditors verify results and spawn upstream/same/downstream tasks.
Curates and resolves 12 typed parameter packs across schema defaults, store profiles, surface profiles, and clamped request overrides in teleon_universal_records (params.teleon.dev) with zero extra SQL tables.
Composes and dry-runs 0..32-step functional Kleisli thin-wrapper onions (wrappers.teleon.dev) for parameter clamping, per-request engine selection, secret scrubbing, and port checks while keeping database substrates strictly unwrapped.
Synthesizes executable ScenarioSpec v2.0 worlds across 18 domain packs (including creative native SVG/motion/3D/Godot clean reopen), 10 permissive simulation frameworks, and 8 continuous 0..100 physics dials with 1:1 benign twins before Problemize.
Evaluates candidate solutions against ScenarioSpec v2.0 invariants and paired benign twins in 0 model calls, checking SWHID preservation, zero local host paths, clean reopen exit codes, and zero false-positive escalation.
Compiles multi-file editable creative production bundles (studio.teleon.dev) spanning parametric SVG 1.1, motion curves, glTF 2.0, ASCII OpenUSD, Godot 4 .tscn, 16-bit PCM .wav, and zero-dependency HTML5 labs with SWHID Merkle manifests.
Applies surgical parametric revisions to targeted scene, motion, or audio nodes while preserving 80%+ untouched asset SWHIDs and verifying byte-level clean-container reopen portability in 0 model calls.
Executes 1-roundtrip 100-agent swarm cycles (heartbeat + complete + bilateral queue spawn mirror + disjoint batch claim + 4-tier params) alongside WebCrypto AES-256-GCM BYO vault:// sealing and live Switchboard ROI ledgers.
Serves progressive capability disclosure (cards.teleon.dev) from compact <=150-token L0 discovery cards to L1 typed IOPE contracts with AST/node byte offsets and L2 HTTP 206 byte-range source slices, saving >85% context tokens.
Enumerates candidate query and corpus surfaces (websites, search engines, 30TB Google Drive, SFTP Maildir, GitHub orgs) with volume and native search limits before fetching.
Probes whether a surface's native search can see inside nested archives, AST symbols, and IO graphs, spawning non-blocking indexing regimes when insufficient.
Fetches only the last <=65,557 bytes of multi-GB ZIP archives via HTTP 206 to parse Central Directory offsets and prune junk in 0 model calls and 0 DB writes.
Downloads and inflates only the single high-value file slice inside a remote ZIP via HTTP 206, verifying CRC-32 and stamping SWHID + 8KB FastCDC chunks in 0 calls.
Applies deterministic 0-call rules over path depth, extensions, schemas, CAD/creative headers, and SWHID duplicates to rank millions of corpus files instantly.
Scores shortlisted corpus files on semantic importance, standalone usability, and downstream value-generation leverage across a 30TB corpus.
Extracts typed file summaries, inputs, outputs, cross-file AST/citation edges, and rich search attributes on a non-blocking ASYNC_ENHANCEMENT track.
Indexes continuous Beta-distributed concept attachments into multi-tier alpha-cut bitmaps, +0.05 seam-shifted grids, Schmitt hysteresis, and 256-bit VSA sketches (<4.2 ms).
Rewrites inflated AI filler, promotional puffery, and em/en-dashes into direct, concrete prose while protecting technical identifiers and negations.
Audits rendered HTML and CSS against Hallmark sloplint rules including lead word ceilings, :root oklch() token confinement, and semantic container diversity.
Evaluates visual hierarchy, WCAG contrast, scannability, keyboard focus rings, and SVG data-ink ratios across dashboards and product portals.
Verifies that every standalone and ecosystem website renders EXPLORE THIS WEBSITE WITH YOUR AGENT above <header> with working /llms.txt links and zero brand leakage.
Preserves the bare_baseline task untouched while emitting dedicated claimable sibling rows for 5 personalities, keyword sets, context cards, and instruction packs.
Injects probabilistic next-step modeling and records candidate action probabilities, Expected Value of Information ordering, and evidence-grounded CoT traces.
Captures normalized client telemetry (harness_id, version, model_id, provider, personality_id, keywords, CoT, logs, latency, tokens, score) on every completion.
Computes 0-call paired within-root_task_id lift over bare_baseline, Empirical-Bayes shrinkage, win rate, and Kish effective sample size across 6 factor dimensions.
Seals customer API keys, RapidAPI headers, SFTP keys, and OAuth tokens behind AAD-bound vault:// envelopes and mints <=900s grants for 127.0.0.1 or Cloud Run OIDC.
Synchronizes tenant Google Drive 30TB corpora, SFTP tmp->new->cur->done drops, GitHub trees, RapidAPI tools, private SWHID code, and private feeds across domains.
Executes all 8 fiduciary and verification gates (step-resend, mutant kill >=0.85, monitor-tamper, dissent-override, ledger-mediation, FIDO2 ceremony, safe-label, fix-shipped).
Checks worker GPU/TEE/FIDO2 bitmasks, 1-frame render budgets, and FFmpeg filters before claim, and reconciles remote outcomes before retrying E3/E4 effects.
Scores lexical, structural, and semantic similarity across documents, prompts, cards, and tasks in 0 model calls with LSH block emission.
Computes 0-call perceptual dHash, DCT pHash, luminance histograms, and SVG element/viewBox/palette similarity across raster and vector visuals.
Detects Type-1/2/3 functional code clones under variable renaming and scores typed input/output port composability in 0 model calls.
Scores 16-bit PCM WAV spectral/envelope similarity, glTF 2.0 mesh topology/material similarity, and cross-modal VSA alignment in 0 model calls.
Aggregates multi-axis ratings via Empirical-Bayes + Wilson lower bounds and applies 5 swappable thresholding regimes (alpha-cut, mutual k-NN, z-score, Pareto, hysteresis).
Connects components, files, stores, tasks, and schemas via k-ary hyperedges and 5 hierarchy axes with cycle refusal, Wu-Palmer LCA similarity, and Personalized PageRank.
Graduates data shapes from Rung 1 zero-DDL OKF envelopes to Rung 4 columnar projections only when query-savings ROIC exceeds DDL cost with 20% hysteresis.
Transforms records losslessly between older v1 and newer v2 surface contracts via bidirectional Cambria lenses while preserving unknown future fields in _thp_passthrough_tail.
Predicts high-leverage recurring workloads at N=16 items from velocity, DAG centrality, LLM cost, and tenant spread, while coalescing cold queues back into archetypes.
Cuts A/B evaluation compute 60-80% via Wald Sequential Probability Ratio stopping, detects silent distribution drift via Page CUSUM, and fuses rankers via RRF (k=60).
Predicts next capability calls via Order-3 Variable-Order Markov chains, protects hot working sets from spider scans via S3-FIFO, and coalesces concurrent misses via SingleFlight.
Ranks high-pain low-supply capability gaps for automatic bounty boosts, splits skewed LSH buckets (>8x median), and fuses recurring multi-step chains (lift >=5x) into 1-hop macros.
Watches and ingests new research dossiers (corpus-v1, corpus-v2, corpus-v3+), deterministically breaking them into SWHID atomic units scored across all 10 architectural axes.
Loops across ingested dossier units, deduplicates against already-shipped modules via SimHash-256, and synthesizes prioritized queue tasks and live admin.teleon.dev Todos.
Chunks multi-file reference bundles and transcripts into SWHID + 16-Cell Dyad units in 0 calls and enforces Socratic net-benefit non-regression.
Pairs high-priority chunks from orthogonal subsystems and distinct 16-Dyad cells into composite capabilities and ranked research tasks.
Unifies <alias>.teleon.dev, api.teleon.dev/v1/<target>, and X-Teleon-Target bijectively with lossless v32:* alias mapping while keeping standalone brands camouflaged.
Eliminates central router SPOFs via HMAC-signed Bounded-Load (c=1.25) Power-of-Two-Choices Rendezvous hashing, p95 backup hedging, and 5->25->50->100% cold-start warming.
Protects every execution lane and upstream connector with 3-state circuit breakers and Little's Law Gradient2 RTT-ratio concurrency limits.
Shields origin stores from thundering-herd stampedes and upstream brownouts via SingleFlight coalescing, 24h Stale-If-Error snapshots, and XFetch probabilistic refresh.
Decouples high-frequency lease/heartbeat mutations into narrow teleon_active_leases rows with monotonic fencing tokens and deterministic zombie reaping.
Evaluates priority-ordered 9-to-N extensible rubrics with knockout short-circuiting and routes 4-rung System-1 CPU tasks gated by 2% blind canaries.
Computes exact distances across 8 provably matched LSH geometries and aligns old-to-new embedding spaces via Orthogonal Procrustes without corpus re-embedding.
Ingests public filing, registry, scholarly, and hiring deltas into bitemporal (valid_time, tx_time) shards and flags multi-domain strategic coincidences.
Scrubs secrets and holdouts at the Plane-0 promotion airlock and verifies 3-2-1-1-0 immutable WORM backups via clean-room SWHID restore and causal WAL replay.
Deduplicates functionally identical code across languages via 32-input behavioral equivalence hashes and fuses verified DAG chains into fuel-capped Wasm macros.
Tokenizes emails, phones, SSNs, cards, IPs, and account identifiers deterministically while stripping reviewer holdout keys before solver exposure.
Extracts anonymous mathematical structure, Spearman rank-correlation copulas, missingness rates, and invariants in Room A without exporting raw text or rows.
Rebuilds realistic Kaggle-style competition datasets and evaluation splits solely from Room-A mathematical specs while refusing any raw source payload.
Remaps an abstract problem structure into fresh domain situations (logistics, renewable grid, clinical triage, orbital ops) with zero verbatim overlap.
Audits synthetic twins and rewritten contexts for 5-gram shingle overlap, residual PII, and statistical realism fidelity before publication.
Embeds architectural patterns, components, and repositories into dense 256-dimension [0..10000] integer tensors across 8 semantic 32-axis blocks.
Projects 256D pattern tensors dynamically onto Gartner-style Completeness-of-Vision (X) and Ability-to-Execute (Y) Magic Quadrants across 8 lenses.
Scans Python, JS, SQL, and config artifacts against 60 cataloged architectural smells and pairs every hit with a deterministic cure recipe.
Filters massive combinatorial scenario streams through a 4-stage funnel and ranks survivors by Jagged-Frontier variance and model disagreement J(s).
Evaluates tasks and scenarios across 12 human stakeholder personas using a Rawlsian worst-off floor + Nash log-utility Social Welfare Index W_humanity(s).
Governs 12 canonical Loop blueprints with 7 closed-loop feedback engines stabilized by stateful +/-0.03 Schmitt-trigger hysteresis bands.
Validates portable Drop-In Agent Kits across harnesses for complete IOPE schemas, deterministic dry-run checks, and explicit capability boundaries.
Routes recurring engineering, data, verification, and FinOps chores to 12 narrowly scoped 80/20 micro-agents paired with vertical presets.
Enforces deterministic-first execution across MODE_1A..MODE_8 on the sole canonical Loop vertex and ratchets recurring LLM wins downward into 0-call code.
Composes swappable functional bricks across the 6 canonical Lego slots (Intake, Normalize, Core, Verify, Attest, Emit) with strict adjacent port type checking.
Enforces WASI 0.3 object-capability host-import firewalls, replays deterministic MODE_8 interaction cassettes, and quarantines unfamiliar bytes as inert digests.
Consolidates 17 route-serving Cloudflare Workers into 3 multi-host Super-Workers (-82.35%) while parking superseded scripts in COMPLETELY_OFF ($0/mo, 0 deletes).
Governs Worker and lane transitions across COMPLETELY_OFF, IDLE_SCALE_TO_ZERO, SOFT_START, WARM_START, and HOT_ACTIVE using lazy gzip JSON hydration without eval.
Eliminates D1 DDL queries on GET requests via isolate-memoized ensureSchemaOnce and serves repeat reads from free Cloudflare PoP caches and HTTP 304 ETag matches.
Replaces 43,200 monthly cron ticks per Worker with 60s-throttled write-piggyback housekeeping and backs off idle fleet pollers from 2.5s to 300s/webhook hibernation.
Accepts arbitrary schema-free text, broken JSON, CSV, Markdown, logs, or agent scratchpads into Store S40 without ever dropping an item on validation failure.
Sniffs MIME types, JSON key skeletons, CSV headers, Markdown headings, log severities, and 64-bit SimHash signatures across S40 drops in zero model calls.
Clusters recurring structural skeletons in Store S41 and synthesizes candidate JSON Schemas once cluster support crosses the configured threshold.
Routes sniffed catchall items and crystallized clusters from S40/S41 into specialized typed atomic queues (aq83, aq91, aq97, aq166, aq171) preserving lineage.
Captures timed-out, malformed, or unroutable submissions in Store S41, deduplicates by SWHID, repairs envelopes, and re-enqueues recoverable work.
Ingests multi-format technical specs, reports, runbooks, and research dossiers into Store S42 with normalized headings and content-addressed SWHIDs.
Splits Store S42 documents at heading boundaries and bounded character caps into numbered Store S43 DocumentPage rows with exact UTF-8 byte offsets.
Indexes Store S43 DocumentPages for zero-model-call BM25 lexical retrieval with heading boosts, returning ranked page slices instead of whole documents.
Extracts canonical store IDs, atomic queue IDs, capitalized domain entities, and external/bracket citations from every Store S43 DocumentPage.
Reconciles updated Store S42/S43 document revisions at page granularity, re-indexing only pages whose page_swhid changed while preserving prior history.
Slices arbitrary binary or text files into content-addressed 64KB File Storage Pages in Store S44 with deterministic page_key, byte offsets, and R2 object keys.
Computes and verifies binary SHA-256 Merkle roots across all 64KB pages of a Store S44 file in zero model calls, refusing corrupted or tampered slices.
Serves individual 64KB File Storage Pages and sub-page byte ranges via HTTP 206 Partial Content so agents inspect targeted slices without loading full blobs.
Tracks 64KB page read velocity in Store S45 and pins hot File Storage Pages in scan-resistant edge caches for sub-5ms repeat serving.
Sweeps expired unpinned scratch pages from Store S44/S45 while strictly preserving 100% of WORM-pinned production and evidence File Storage Pages.
Normalizes requests from dots, muse, openclaw, grokbot, claude-code, codex, opencode, zcode, direct_llm, and personal_assistant across all 180 atomic queues.
Routes peer-to-peer clarifications, subplans, handoffs, and replies across heterogeneous fleet agents in Store S46, parking leases on RFI and auto-resuming on reply.
Computes 0..1000 effective priority scores combining band base, unblock fanout, WSJF cost-of-delay/size, and +2.5 pt/min aging without priority-inverting global offsets.
Measures real-time Little's Law WIP, mean sojourn time, tasks/minute throughput, and per-harness completion velocity for admin.teleon.dev /throughput.
Synthesizes ranked 0-model-call deterministic engine, schema-crystallization, and page-caching upgrade suggestions in Store S48 from live telemetry.
Scores any candidate task across the 7 orthogonal 0..100 public-good scales (humanitarian benefit, safety, open reusability, equity, real-world utility, sustainability, authenticity) in 0 model calls.
Enforces non-compensable hard knockouts refusing Public Good Framework admission whenever safety_and_non_harm < 85.0 or anti_purpose_washing_authenticity < 60.0.
Assigns TIER_0..TIER_3 public-good bands using +/-3.0 Schmitt-trigger hysteresis around the 70.0 admission threshold so borderline tasks never thrash between queues.
Calibrates admission (default 70.0), exemplar (85.0), probationary (55.0), and hysteresis (+/-3.0) cutoffs at thresholds.teleon.dev against fleet capacity and holdout precision.
Enqueues admitted TIER_2 and TIER_3 Public Good Framework tasks into WSJF-boosted execution fast lanes with zero platform fee overhead across all 10 fleet harnesses.
Publishes the live 4-tier Public Good leaderboard, scale breakdowns, and SWHID-attested impact records on publicgood.teleon.dev and admin.teleon.dev/public-good.
Rewrites https://teleon.dev/s/<surface>/<rest> and https://api.teleon.dev/s/<surface>/<rest> in-isolate into canonical <surface>.teleon.dev before PoP cache and sub-worker dispatch with 0 extra DNS lookups.
Routes https://teleon.dev/v1/<rest> directly into the shared backend gateway inside the same Worker isolate without a 301 redirect or second DNS lookup.
Resolves ?__surface=<surface> query parameters and X-Teleon-Surface-Target headers for Muse, Dots, and corporate-proxy agents locked to a single allowlisted hostname.
Audits bijective parity across all 116 Teleon surfaces and quantifies DNS lookup and TLS handshake savings across the 108-slot agent fleet in Store S50.
Ingests multi-part V1, V2, corpus-v4-synthesis, and V3 Sister corpus segments into Store S51 with zero character or chunk-count truncation and NFKC ligature healing.
Deduplicates overlapping prefixes between Sister corpus revisions and heals mid-sentence, code-fence, and Markdown table splits across Part k and Part k+1 seams in 0 model calls.
Executes all 8 zero-call chunking regimes simultaneously over stitched corpora (seams, dyads, AST/DDL/table islands, 50% shingles, directives, L0/L1/L2 pyramids, splicer, gap interrogator).
Splices complementary Bottleneck, Mechanism, Schema, and 0-Call Oracle chunks from V1, V2, corpus-v4-synthesis, and V3 Sister parts into unified non-regressive Chimeras in Store S52.
Interrogates every 8-regime chunk and Chimera against live service_runtime modules, engine_slots.yaml, and edge endpoints to classify implemented vs needs_adjustment vs missing_build_now.
Materializes validated Frankenstein Chimera TODO, FIX, and ADJUST directives directly into claimable depth-1 flat rows in teleon_work_queue.
Verifies c=1.25 Power-of-Two-Choices Rendezvous, prime-table Maglev (M=65537), and stateless Jump Hash rings are 100% cycle-free and gates SHADOW_WARMING nodes on >=80% cache hit ratio.
Reconciles Merkle-CRDT state roots and S119 bitemporal valid/transaction interval coincidences across D1 and R2 stores in 0 model calls.
Exports real D1 table SHA-256 digests into R2 worm/* snapshots and audits 3-2-1-1-0 immutable WORM compliance with 0 unverified recovery errors in Store S54.
Certifies public-commons continuity with 0-call Turn-10 domain safety oracles (3D manifold, Audio LUFS/dBTP, WCAG 2.2 AAA, PSE flash, Double-Entry/SI), E-Graph pipe fusion, k>=5 DP, and A2A v0.3 RPC.
Tokenizes sensitive identifiers via NIST SP 800-38G Rev. 1 integer-only Feistel FF1 arithmetic in Store S55 while hard-refusing withdrawn FF3/FF3-1 modes.
Hunts 16 global public-interest feeds (S179..S195) into Store S56 with Bronze->Silver->Gold->Platinum normalization and SPDX license pinning.
Discovers disjoint literature open triads A -> B -> C in Store S56, ranking intermediate B mechanisms by novelty, specificity, and cross-domain distance in 0 calls.
Schedules adaptive [5s..86400s] feed polling via KL-surprise and EVOI, selects budget-optimal source slates via Minoux CELF, and attributes marginal utility via Data Shapley.
Runs closed-loop MIMO PID/MPC KPI control across 10 enterprise suites and 8 rq_teleon_* self-hosting dogfood loops in Store S57 with anti-windup clamping.
Ranks candidate tasks by Jacobian sensitivity dKPI/dCost and triggers Goodhart metric-gaming alerts whenever proxy velocity diverges from counterfactual holdout quality.
Projects live 6-column Kanban WIP boards (BACKLOG, READY, IN_FLIGHT_LEASED, BILATERAL_PARKED, GATE_REVIEW, ACCEPTED_SWHID) and 4-level Autonomy Dials in Store S58.
Simulates multi-step R-WoM state transitions in Store S59 with hard symbolic conservation checks and 0-call RTL, SPICE nodal, and photonic transfer verifiers.
Ranks candidate policies in Store S59 by minimizing Expected Free Energy G(pi) = pragmatic KL risk + perceptual ambiguity - epistemic information gain in 0 calls.
Enforces out-of-runtime dual-key cryptographic co-signatures in Store S60 bound to exact action payload SWHIDs, blocking prompt-injected agent self-approval.
Classifies test pass/fail sequences via Wald SPRT in Store S60 to separate true deterministic regressions from transient flakes without blind retry loops.
Operates log-sum-exp stable LMSR prediction markets and proper Brier forecaster scoring in Store S61 to evaluate conditional KPI welfare of proposed changes.
Routes donated spare-quota tasks across 44 GoodNodes in Store S62 while keeping 17 OpenAlex sdg_tags (SDG_01..17) strictly separate from 10 btfg_initiatives (INIT_18..27).
Evaluates synthetic counter-trafficking scenarios in Store S62 against 11 ILO indicators paired with benign-twin counterfactuals to cap false positives and refuse raw victim PII.
Matches open-source public-good artifacts in Store S62 against 104 recurring AI-for-Good hackathons, civic prizes, and research grants in 0 model calls.
Solves 5-level normative rule systems (SR-01..SR-24) in Store S63, hard-refusing any L0/L1 violation while issuing signed SoftRuleDeviationRecords for justified L3/L4 slack.
Audits AGENTS.md, SKILL.md, DESIGN.md, and BENCHMARK.md bundles in Store S63 against 8 AgentLint laws including paired bare-baseline lift and epistemic forgetting hygiene.
Projects neutral 55-surface capability bitmaps and 3-horizon deployment truthfulness tags (H1_LIVE_VERIFIED, H2_STAGED_EDGE, H3_ROADMAP_SPEC) in Store S64 with 0 brand leaks.
Quotes, holds, and settles integer micro-USD agent tariffs across the 5-table ledger in Store S64 enforcing exact 1500+5000+1500+1000+1000 == 10000 bps conservation.
Enforces V50 TRES-001..016 frontier safeguards in Store S64: RoE-TBD uncertainty routing, mandatory 0-call/tabular baseline beat checks, and zero-trust schema-validated agent handoffs.
Deduplicates canonical source URIs (409 on repeat), registers Google Drive folders, Dropbox shares, S3 buckets, EDGAR feeds, and HTTP directories in teleon_mt_source_registry, and spawns aq23.
Verifies HTTP/API reachability, SPDX license terms, zero PII/secret leaks, and detected file modalities; quarantines unsafe drops or spawns aq24 + aq25 in parallel.
Validates <=50-token SKOS L0 scent card, typed IOPE ports, Roaring B85/B60/BNEG bitmaps, and 8-space similarity binding; triggers OCR/ASR slicing when score < 0.60.
Computes Expected Value of Information (bits per 100 tokens), novelty delta, and beneficiary reach; assigns CRITICAL, HIGH, STANDARD, ARCHIVE_COLD, or PRUNE.
Binds qualified substrates to target Persistent Store S01..S254, store family, modality, and Git-blob SWHID, committing Universal Substrate Envelopes into D1.
Indexes 4-path SituationFingerprints (blk_dom, blk_io, blk_err, blk_lsh), filters INFRASTRUCTURE_INVALID blips, and promotes N>=3 verified episodes into 0-call reflexes.
Encodes 16 cognitive phases, 12 obstacle archetypes, 24 concept hypernym clusters, char 3-grams, and 8-band 64-bit Charikar SimHash for <1.5 ms cross-domain recall.
Evaluates Contract Cards and skills across multiple model families plus mutmut_kill_score >= 0.80; blocks any card where min(per_model_deltas) < 0.
Skips context injection when baseline pass >= 0.98 and entropy < 0.15 (saving +62% latency), enforces <=2,048B byte cap, and restricts placement to pre-turn.
Applies Tversky B_NEG bitwise hard vetoes followed by Pirolli & Card Information Scent (EVOI/token) to narrow 5,000+ store items to <=5 candidates.
Enforces identical container, tool schema, retry budget, and token ceiling across candidates on uncontaminated holdouts with guardrail zeroing on violations.
Adapts verified operators across affine drift with 4-controller amortization stop-rules (-12.69% vs rebuild; halts on unamortized one-offs) and 3-Receipt authority separation.
Challenges agentic workflow prompts that mask an exact 0-call closed-form algebraic, SQL-join, or set-diff formulation, emitting verified blueprints to Store S246.
Requires session_tag, inverse undo_bundle_swhid, transitive import_graph_closed, fresh live DOM/API target bindings, and no-send shadow pilot proof before side effects.
Gates intrusive inspection or high-impact escalation against policy_threshold, writing immutable dockets in Store S248 for both escalations and deliberate hold-backs.
Verifies multi-session narrative and simulation state transitions against entity-timeline causal order, spatial topology, and lore axioms in Store S249.
Enforces complete non-visual accessibility trees, deterministic focus order, ARIA live announcements, tactile/audio cues, and visual_only_affordances === 0.
Enforces snr_db >= min_snr_db, 50/60Hz notch + EOG blink artifact rejection, OpenCV ArUco fiducial scale lock, and unit_bom_usd <= max_bom_usd before inference.
Blocks shared plaintext demo passwords (TTL trial tokens only) and runs deterministic two-list double-entry logistics, fintech, and royalty reconciliation.
Verifies beat/onset phase drift abs_onset_error_ms <= 15 ms and p99 shader frame render time <= 16.67 ms (60 FPS) across audio-reactive visual timelines.
Verifies hands-on engineering micro-missions against golden fixtures within <=8 steps while requiring strict separation of cited observed_facts from inferences.
Extracts pure stdlib-first Python, TypeScript, and SQL building blocks verified with mutmut mutation-kill score >= 0.82 and Git-blob SWHID provenance.
Compiles pure code primitives into fuel-bounded Wasmtime .cwasm modules with canonical NaNs, zero ambient clock/net imports, and bit-exact cross-CPU replay.
Verifies machine-checked Lean 4 theorems for lease_epoch CAS fencing, expected_version store safety, and 10,000-bps conservation with zero sorry axioms.
Validates glTF 2.0 and OpenUSD hierarchies, KTX2 PBR textures, Y-up meter scale metadata, and <=180 draw-call budgets for WebGPU and Godot 4.
Checks watertight B-Rep manifold solids in FreeCAD STEP models (+/-0.02mm tolerance) and computes rotation-invariant 3D Zernike order-12 shape descriptors.
Verifies 23-treatment editorial motion packs, deterministic zero-baseline wide ECharts renders, 8% title-safe margins, and idempotent publish blueprints.
Enforces >=7.0:1 WCAG 2.2 AAA normal-text contrast, color-vision deficiency separability, studio lighting reference cards, and pure geometric SVG marks.
Validates -14 LUFS integrated loudness, <=-1.0 dBTP true peak, temporal chromagram originality, and forced-alignment ASR benchmark transcripts.
Hard-vetoes unlawful worker placement fees or passport retention, audits SaaS DPA <=72h breach SLAs, and computes transitive SPDX license compatibility.
Pins exact SEC EDGAR accession numbers, reconciles XBRL balance-sheet/cash-flow subtotals within $1, and separates energized MW from non-binding LOIs.
Normalizes municipal Socrata SODA 311 streams, splits USPS secondary apartment units deterministically, and runs Fellegi-Sunter linkage at >=0.94 F1.
Certifies 0-bps Ring-3 zero-PII toolkits for NGOs, rural cold-chain clinics, and anti-trafficking desks under permissive CC0, MIT, or CC-BY-4.0 licenses.
Compiles <=150-token bounded delegation cards naming decision owner, objective rubric, budget ceiling, and Means-vs-Ends escalation triggers.
Packages exact target code slices, IOPE contracts, and deterministic verification commands into <=4,000-token packs for local 8B-32B overnight models.
Bundles standardized 8-file repository kits (AGENTS.md, CLAUDE.md, DESIGN.md, SKILL.md, tools, hooks, .mcp.json, verifier.py) with SHA-256 manifests.
Computes paired (with_artifact - without_artifact) accuracy lift, token overhead, and sample size N on unseen holdouts for 7-state trust promotion.
Mines false-positive co-retrievals across confusable sibling tools and writes contrastive When-A-not-B rules plus negative facet tags.
Chains 0..32 pure typed Kleisli schema adapters during off-peak spare-token windows to pre-compute SWHID artifacts for 0-call peak-hour serving.
Executes 0-call <0.15 ms bitwise Roaring ANDNOT against B_NEG facets so high cosine scores never override withdrawn FF3 crypto, copyleft leaks, or PII risks.
Dedicated actor table join; merges repeated chat introductions into 1 canonical Actor with N linked observations.
Matches capabilities, schedule overlap, and competition rule limits into a versioned TeamCharter.
Enforces exact offer_version, expiry, authority, and exclusive capacity reservation without double-booking.
Binds cross-team resource pools while preserving separate team charters and attribution lineage.
Routes typed envelopes across Tier-0 Deterministic, Tier-1 Hybrid, and Tier-2 Agentic workers.
Records motions, blinded ballots, explicit minority dissent, and ratified DecisionRecords.
Compiles rubric rules into executable acceptance tests and verifies submission receipts.
Separates executable teams, hypothetical opponent policies, and calibrated population models under recursion caps.
Benchmarks candidate TeamRecipes against single-agent and fixed-team baselines net of optimizer cost.
Measures warmth, friction, momentum, playfulness, and NASA-TLX workload keeping degree and desirability separate.
Estimates P(acceptable | task, model, harness, tools, context, team, budget) across 6 neighbor cliffs.
Distinguishes healthy incubation from blocked prerequisites, stagnation, cliffs, and handoff failures.
Evaluates social understanding and restraint with blinded human and model calibration.
Discovers, normalizes, and benchmarks cloud LLMs and CPU/GGUF/OpenVINO/ONNX SLMs.
Normalizes image/audio/3D models and zero-shot MASE/CRPS time-series foundation models.
Separates SDKs, orchestrators, managed services, 7-stage RAG, optimizers, embeddings, and MCP/A2A servers.
Separates memory policies from vector/SQL substrates and durable execution from iPaaS.
Synthesizes blinded, randomized-order, executable benchmark specs per capability facet.
Recomputes 2x2 Quadrant, Weighted Wave, Exact Pareto set, Cliff Index, and Paired-Holdout WAR.
Audits context waste and escalation rates to tune category_governance profiles.
Dedicated actor table join; merges repeated chat introductions into 1 canonical Actor with N linked observations.
Matches capabilities, schedule overlap, and competition rule limits into a versioned TeamCharter.
Enforces exact offer_version, expiry, authority, and exclusive capacity reservation without double-booking.
Binds cross-team resource pools while preserving separate team charters and attribution lineage.
Routes typed envelopes across Tier-0 Deterministic, Tier-1 Hybrid, and Tier-2 Agentic workers.
Records motions, blinded ballots, explicit minority dissent, and ratified DecisionRecords.
Compiles rubric rules into executable acceptance tests and verifies submission receipts.
Separates executable teams, hypothetical opponent policies, and calibrated population models under recursion caps.
Benchmarks candidate TeamRecipes against single-agent and fixed-team baselines net of optimizer cost.
Measures warmth, friction, momentum, playfulness, and NASA-TLX workload keeping degree and desirability separate.
Estimates P(acceptable | task, model, harness, tools, context, team, budget) across 6 neighbor cliffs.
Distinguishes healthy incubation from blocked prerequisites, stagnation, cliffs, and handoff failures.
Evaluates social understanding and restraint with blinded human and model calibration.
Discovers, normalizes, and benchmarks cloud LLMs and CPU/GGUF/OpenVINO/ONNX SLMs.
Normalizes image/audio/3D models and zero-shot MASE/CRPS time-series foundation models.
Separates SDKs, orchestrators, managed services, 7-stage RAG, optimizers, embeddings, and MCP/A2A servers.
Separates memory policies from vector/SQL substrates and durable execution from iPaaS.
Synthesizes blinded, randomized-order, executable benchmark specs per capability facet.
Recomputes 2x2 Quadrant, Weighted Wave, Exact Pareto set, Cliff Index, and Paired-Holdout WAR.
Audits context waste and escalation rates to tune category_governance profiles.
Dedicated actor table join; merges repeated chat introductions into 1 canonical Actor with N linked observations.
Matches capabilities, schedule overlap, and competition rule limits into a versioned TeamCharter.
Enforces exact offer_version, expiry, authority, and exclusive capacity reservation without double-booking.
Binds cross-team resource pools while preserving separate team charters and attribution lineage.
Routes typed envelopes across Tier-0 Deterministic, Tier-1 Hybrid, and Tier-2 Agentic workers.
Records motions, blinded ballots, explicit minority dissent, and ratified DecisionRecords.
Compiles rubric rules into executable acceptance tests and verifies submission receipts.
Separates executable teams, hypothetical opponent policies, and calibrated population models under recursion caps.
Benchmarks candidate TeamRecipes against single-agent and fixed-team baselines net of optimizer cost.
Measures warmth, friction, momentum, playfulness, and NASA-TLX workload keeping degree and desirability separate.
Estimates P(acceptable | task, model, harness, tools, context, team, budget) across 6 neighbor cliffs.
Distinguishes healthy incubation from blocked prerequisites, stagnation, cliffs, and handoff failures.
Evaluates social understanding and restraint with blinded human and model calibration.
Discovers, normalizes, and benchmarks cloud LLMs and CPU/GGUF/OpenVINO/ONNX SLMs.
Normalizes image/audio/3D models and zero-shot MASE/CRPS time-series foundation models.
Separates SDKs, orchestrators, managed services, 7-stage RAG, optimizers, embeddings, and MCP/A2A servers.
Separates memory policies from vector/SQL substrates and durable execution from iPaaS.
Synthesizes blinded, randomized-order, executable benchmark specs per capability facet.
Recomputes 2x2 Quadrant, Weighted Wave, Exact Pareto set, Cliff Index, and Paired-Holdout WAR.
Audits context waste and escalation rates to tune category_governance profiles.
aq01..aq61)| Lane | Category | Substrate | Responsibility | p99 Target |
|---|---|---|---|---|
| aq01 | standard_fenced | db_atomic | Fenced Lease Dispatch Queue | ≤ 4 ms |
| aq02 | standard_fenced | db_atomic | Priority Weighted DAG Frontier | ≤ 5 ms |
| aq03 | standard_fenced | file_cas | Content-Addressed Artifact Intake | ≤ 9 ms |
| aq04 | standard_fenced | db_atomic | Bilateral Step Checkpoint Lane | ≤ 6 ms |
| aq05 | fragile_decay_reverify | db_atomic | Fragile Feed Delta Verification | ≤ 5 ms |
| aq06 | quarantine_qualification | file_cas | Media & 3D Asset Validation Queue | ≤ 12 ms |
| aq07 | quarantine_qualification | db_atomic | Public-Good Safety Quarantine Lane | ≤ 7 ms |
| aq08 | negative_knowledge | db_atomic | Dead-Letter & Zombie Lease Reaper | ≤ 4 ms |
| aq09 | hill_climbing | db_atomic | Ratcheted Hill-Climbing & Pareto Frontier Queue | ≤ 5 ms |
| aq10 | externality_ideation | db_atomic | Externality Measurement & Second-Order Ideation Queue | ≤ 6 ms |
| aq11 | value_attribution | db_atomic | Beneficiary & Value Attribution ('Who Benefits?') Queue | ≤ 5 ms |
| aq12 | adversarial_falsification | db_atomic | Adversarial Falsification & Pre-Mortem Queue | ≤ 5 ms |
| aq13 | opportunity_cost | db_atomic | Counterfactual & Opportunity-Cost Gate Queue | ≤ 4 ms |
| aq14 | context_decomposition | db_atomic | Submodular Context-Slicing Queue | ≤ 6 ms |
| aq15 | fragile_decay_reverify | db_atomic | Half-Life Staleness Re-Verification Queue | ≤ 5 ms |
| aq16 | quarantine_qualification | file_cas | Multi-Gate Quarantine Qualification Queue | ≤ 8 ms |
| aq17 | blind_consensus | db_atomic | Blind K-Agent Consensus & Calibration Queue | ≤ 6 ms |
| aq18 | bottleneck_toil_mining | db_atomic | Executive Toil & Meat-Proxy Bottleneck Queue | ≤ 5 ms |
| aq19 | compatibility_matrix | db_atomic | Role x Harness Compatibility Matrix Queue | ≤ 6 ms |
| aq20 | negative_knowledge | db_atomic | Dead-End Pruning & Negative-Knowledge Queue | ≤ 4 ms |
| aq21 | muscle_memory_induction | db_atomic | Situation Fingerprinting & Muscle-Memory Induction Queue | ≤ 3 ms |
| aq22 | source_discovery | db_atomic | Source Discovery & URI Deduplication Queue (find_sources) | ≤ 4 ms |
| aq23 | qualify_source | db_atomic | Source Access, SPDX & Safety Qualification Queue | ≤ 5 ms |
| aq24 | qualify_searchability | db_atomic | SKOS L0 Scent, IOPE & 8-Space Searchability Queue | ≤ 5 ms |
| aq25 | qualify_importance | db_atomic | EVOI & Non-Compensatory Importance Qualification Queue | ≤ 4 ms |
| aq26 | qualify_categorization_taxonomy | file_cas | Store S01..S278 Taxonomy Promotion Queue | ≤ 6 ms |
| aq27 | pareto_non_regression_gate | db_atomic | Multi-Model Pareto Non-Regression Gate Queue | ≤ 5 ms |
| aq28 | qualification_before_injection | db_atomic | Qualification-Before-Injection (<=2,048B) Gate Queue | ≤ 3 ms |
| aq29 | consideration_set_foraging | db_atomic | Information-Scent Consideration-Set Pruning Queue | ≤ 4 ms |
| aq30 | temporal_decision_review | db_atomic | Temporal Decay & Review-Trigger Audit Queue | ≤ 5 ms |
| aq31 | rux_harness_benchmark_audit | db_atomic | Fixed-Harness Anti-Benchmaxing Audit Queue | ≤ 6 ms |
| aq32 | successor_drift_adaptation | db_atomic | Constructor / Checker / Successor Drift Adaptation Queue | ≤ 5 ms |
| aq33 | problem_formulation_reframing | db_atomic | Problem-Formulation & Zero-Call Algebraic Reframing Queue | ≤ 4 ms |
| aq34 | reversible_undo_shadow_pilot | file_cas | Session-Tagged Reversible Undo & Shadow Pilot Queue | ≤ 6 ms |
| aq35 | abstention_proportionality_gate | db_atomic | Proportionality & Auditable Abstention Ledger Queue | ≤ 4 ms |
| aq36 | world_state_canon_consistency | db_atomic | Persistent World-State & Canon Consistency Queue | ≤ 5 ms |
| aq37 | accessibility_sensory_verification | db_atomic | Screen-Reader & Non-Visual Sensory Accessibility Queue | ≤ 5 ms |
| aq38 | sensor_calibration_feasibility | db_atomic | Physical Sensor Calibration & BOM Feasibility Queue | ≤ 5 ms |
| aq39 | ephemeral_sandbox_reconciliation | db_atomic | Zero-Password Sandbox & Two-List Reconciliation Queue | ≤ 4 ms |
| aq40 | audio_reactive_keyframe_sync | file_cas | Audio Beat/Onset & 60-FPS Keyframe Sync Queue | ≤ 7 ms |
| aq41 | verified_hands_on_mission_check | db_atomic | Golden-Fixture Micro-Mission & Fact-vs-Inference Queue | ≤ 5 ms |
| aq42 | actor_intent_deduplication | db_atomic | Actor Observation Deduplication & Intent Parsing Queue | ≤ 5 ms |
| aq43 | team_matching_charter | db_atomic | Complementary Team Matching & Charter Drafting Queue | ≤ 5 ms |
| aq44 | negotiation_commitment_cas | db_atomic | CAS-Fenced Offer Acceptance & Exclusive Slot Reservation Queue | ≤ 5 ms |
| aq45 | coalition_resource_pooling | db_atomic | Multi-Team Coalition Quota & Credit Pooling Queue | ≤ 5 ms |
| aq46 | typed_bilateral_routing | db_atomic | 3-Tier Bilateral Speech-Act & Escalation Router Queue | ≤ 5 ms |
| aq47 | collective_motion_ballot | db_atomic | Quorum Motion, Dissent & Binding Decision Ratification Queue | ≤ 5 ms |
| aq48 | hackathon_lifecycle_orchestration | db_atomic | Competition Rule Check, Demo Rehearsal & Submission Gate Queue | ≤ 5 ms |
| aq49 | counterfactual_swarm_simulation | db_atomic | Root-Budget Bounded Counterfactual Swarm & Judge Simulation Queue | ≤ 5 ms |
| aq50 | team_recipe_tournament | db_atomic | 8x5x3 TeamRecipe Ablation & Blinded Holdout Tournament Queue | ≤ 5 ms |
| aq51 | vibe_psychometric_observation | db_atomic | Perspective-Scoped Interaction Quality & Vibe Observation Queue | ≤ 5 ms |
| aq52 | jagged_frontier_perturbation | db_atomic | Neighboring Condition Perturbation & Capability Cliff Probe Queue | ≤ 5 ms |
| aq53 | lull_diagnosis_intervention | db_atomic | 8-Pattern Execution Lull Diagnosis & Verified Intervention Queue | ≤ 5 ms |
| aq54 | situational_humanity_eval | db_atomic | Situational Tact, Attunement, Trust Repair & Restraint Probe Queue | ≤ 5 ms |
| aq55 | catalog_harvest_llm_slm | db_atomic | Fleet Harvest: Frontier, Open-Weight & CPU/Edge Quantized LLMs Queue | ≤ 5 ms |
| aq56 | catalog_harvest_multimodal_timeseries | db_atomic | Fleet Harvest: Vision/3D Spatial & Time-Series Foundation Models Queue | ≤ 5 ms |
| aq57 | catalog_harvest_agent_rag_mcp | db_atomic | Fleet Harvest: Agent SDKs, 7-Stage RAG, DSPy & MCP/A2A Queue | ≤ 5 ms |
| aq58 | catalog_harvest_security_obs_memory_workflow | db_atomic | Fleet Harvest: Guardrails, Tracing vs Eval, Memory vs DB & Workflows Queue | ≤ 5 ms |
| aq59 | benchmark_protocol_synthesis | db_atomic | Contamination-Resistant & Debiased Evaluation Protocol Synthesis Queue | ≤ 5 ms |
| aq60 | multilens_quadrant_recompute | db_atomic | 5-Lens Empirical Quadrant, Pareto & WAR Recompute Queue | ≤ 5 ms |
| aq61 | category_context_schema_tuning | db_atomic | Per-Category Token Cap, Context Hydration & Table Partition Tuner Queue | ≤ 5 ms |