Are We In The Singularity — Tarski-honest public-proxy composite. Full-spectrum domain pulse. Named Tarski residuals. Public-proxy stress index. Forward stress forecast. Observed cross-domain coupling. R&D gap analysis ranking candidate necessary conditions across four stated singularity-class takeoff pathways (not a sufficient-condition recipe or occurrence forecast). Each ranked gap names a minimum breakthrough, route-around / substitute, and direct readiness test; live telemetry has zero necessity weight. Intrikata topology and evidence flow for the AWITS Self-Introspecting Meta Graph slice.

Singularity loading… please hold your paperclips

Resolving singularity proxies…

Politely asking the GPUs if they feel self-aware yet…

status tick 0AGI ETA: loading…hype / evidence · still buffering

Intrikata topology & flow

The AWITS Self-Introspecting Meta Graph slice and the operational evidence pipeline of this monitor. Directed graph edges are relations in the Intrikata seed (and live graph when reachable); the flow strip is the collection → decision → archive → gate path. Not a causal claim about singularity occurrence.

graph Are We In The Singularity (AWITS) v1source standalone-readonlystandalone · read-onlynodes 15 · edges 17intrikata standalone (no remote URL)

Evidence flow

1Ingest

Yahoo markets · Polymarket · arXiv · novel sensors

2Score

Residual-vol market composite · shadow confirmation layers

3Decision

Finalized-bar Schmitt · 3 confirm · fail-closed

4Archive

D1 evidence + LOCF + forecast issues

market 0d · locf 0d
5Calibrate

Forecast outcomes · skill vs persistence

forecast withheld until skill gate
6Gate

Promotion · thr=70 forward · Tarski names

semi-open ? · tarski ?
7Intrikata graph

AWITS SIMG slice · forecast/arxiv push

Are We In The Singularity (AWITS) v1
8R&D necessity catalog

Pathway-explicit candidate-necessary R&D · zero market weight · RdGapCatalog_v1

AWITS Candidate-Necessity R&D Map v2.4

Candidate R&D subgraph

9 candidate gaps contain 37 represented research workstreams across 4 pathways.

read-onlyimplementation not-assertedworkstream readiness unmeasurednecessity weight 0probes 37/37 pass

All 37 items are represented as candidate research workstreams. Representation is not implementation, completion, direct readiness, a frontier-capability claim, or proof that takeoff will occur.

1Test-time compute & reasoning generalization4 workstreams
  1. Inference-compute scaling laws with held-out, uncontaminated tasksrd-capability:test-time-compute-reasoning-generalization:01candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/snapshot-bound pass
  2. Transfer of verifiable-reward training to non-verifiable domainsrd-capability:test-time-compute-reasoning-generalization:02candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  3. Process supervision and search over reasoning traces at frontier scalerd-capability:test-time-compute-reasoning-generalization:03candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  4. Cost-aware reasoning: accuracy per token, not accuracy at any pricerd-capability:test-time-compute-reasoning-generalization:04candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
2Reliable long-horizon agency & tool use4 workstreams
  1. Long-horizon planning, memory, and recovery under tool failurerd-capability:reliable-long-horizon-agency-tool-use:01candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
  2. Computer-use, browser, and IDE agents with verifiable success ratesrd-capability:reliable-long-horizon-agency-tool-use:02candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/snapshot-bound pass
  3. Safe tool APIs, sandboxing, and permission hierarchiesrd-capability:reliable-long-horizon-agency-tool-use:03candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  4. Multi-step evaluation suites with anti-overfit holdoutsrd-capability:reliable-long-horizon-agency-tool-use:04candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
3Compute, energy & training infrastructure5 workstreams
  1. Power delivery and cooling for multi-GW AI campusesrd-capability:compute-energy-training-infrastructure:01candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  2. Next-generation accelerators, HBM, and optical interconnectrd-capability:compute-energy-training-infrastructure:02candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
  3. Training-system fault tolerance, utilization, and data pipelinesrd-capability:compute-energy-training-infrastructure:03candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  4. Algorithmic efficiency that multiplies effective computerd-capability:compute-energy-training-infrastructure:04candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
  5. Hardware-software co-design within the compute-energy classrd-capability:compute-energy-training-infrastructure:05candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
4Automated / recursive R&D loops4 workstreams
  1. AutoML and architecture search that improves frontier training recipesrd-capability:automated-recursive-rd-loops:01candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  2. AI co-scientists for experiment design, code generation, and result critiquerd-capability:automated-recursive-rd-loops:02candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  3. Closed-loop training-data generation with quality filtersrd-capability:automated-recursive-rd-loops:03candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  4. Metrics for R&D productivity lift rather than loss curves alonerd-capability:automated-recursive-rd-loops:04candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
5Training-data supply & synthetic-data validity4 workstreams
  1. Synthetic-data filters that remain valid across successive training generationsrd-capability:training-data-supply-synthetic-validity:01candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  2. Resolution of model-collapse versus accumulate-don't-replace resultsrd-capability:training-data-supply-synthetic-validity:02candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  3. Licensing, acquisition, and multimodal corpus expansion beyond public textrd-capability:training-data-supply-synthetic-validity:03candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  4. More capability per training tokenrd-capability:training-data-supply-synthetic-validity:04candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
6Continual learning & sample-efficient adaptation4 workstreams
  1. Stable continual and lifelong learning at foundation-model scalerd-capability:continual-learning-sample-efficient-adaptation:01candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  2. Efficient fine-tuning and modular adapters with transfer guaranteesrd-capability:continual-learning-sample-efficient-adaptation:02candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  3. Memory architectures that retain skills under non-stationary tasksrd-capability:continual-learning-sample-efficient-adaptation:03candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
  4. Data-efficient post-training from sparse human feedbackrd-capability:continual-learning-sample-efficient-adaptation:04candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
7Automated scientific discovery & formal reasoning4 workstreams
  1. Autoformalization and theorem proving at research scalerd-capability:automated-scientific-discovery-formal-reasoning:01candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  2. Closed-loop wet-lab, materials, and drug-discovery agentsrd-capability:automated-scientific-discovery-formal-reasoning:02candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  3. Verified synthesis of novel algorithms and training methodsrd-capability:automated-scientific-discovery-formal-reasoning:03candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  4. Cross-domain knowledge graphs that propose testable experimentsrd-capability:automated-scientific-discovery-formal-reasoning:04candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
8Grounded world models & multimodal planning4 workstreams
  1. Unified multimodal world models spanning vision, language, action, and physics priorsrd-capability:grounded-world-models-multimodal-planning:01candidate workstream · implementation not-asserted · readiness unmeasured · probe decidable/snapshot-bound pass
  2. Sim-to-real and digital-twin planning loopsrd-capability:grounded-world-models-multimodal-planning:02candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  3. Causal and counterfactual evaluation of plansrd-capability:grounded-world-models-multimodal-planning:03candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
  4. Embodied and robotics transfer benchmarks with public suitesrd-capability:grounded-world-models-multimodal-planning:04candidate workstream · implementation not-asserted · readiness unmeasured · probe semi-decidable/uncovered-named pass
9Safe multi-agent & economy-scale coordination4 workstreams
  1. Game-theoretic protocol design for agent societiesrd-capability:safe-multi-agent-economy-scale-coordination:01candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  2. Collusion, deception, and cascade-failure benchmarksrd-capability:safe-multi-agent-economy-scale-coordination:02candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  3. Economic simulation environments with scarce resourcesrd-capability:safe-multi-agent-economy-scale-coordination:03candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass
  4. Identity, reputation, and permission systems for agent networksrd-capability:safe-multi-agent-economy-scale-coordination:04candidate workstream · implementation not-asserted · readiness unmeasured · probe tarski-residual/tarski-named pass

Graph topology

scoresvalidated-byarchives-togatesnames-residualsdrivesservespriority-1themestitlesinforms-forecasthosts-catalog-graphranks-acrosspublishes-receiptnames-residualszero-weight-contextcross-links-docsModel composite — Public-proxy weights + thr=70 + shadow-neutral auxiliariesModel compositePublic-proxy weights + thr=70 + shadow-neu…live · modelLive decision snapshot — score · band · decision state · mults · as-ofLive decision snapshotscore · band · decision state · mults · as…open · liveBacktest ledger — Causal replay · perturbation · thr=70 forward gate · causal replay gatesBacktest ledgercausal replay gatesclosed · validationEvidence archive — NR-E market bars + LOCF confirmation calendar · market 0d · locf 0dEvidence archivemarket 0d · locf 0dopen · archiveThr=70 forward gate — Semi-decidable: need ≥20 non-overlapping active outcomes · thr=70 forward unvalidatedThr=70 forward gatethr=70 forward unvalidatedopen · gateTarski residuals — Definitional · lab-opaque · unknown-unknowns · fixed-point · … · 5 named undecidablesTarski residuals5 named undecidablesopen · residualIntrikata integration — HTTP graph + graph-push scripts (MCP optional) · graph seed + optional HTTPIntrikata integrationgraph seed + optional HTTPshadow · integrationMaximize roadmap — Closed bridges vs open NR-/Tarski residuals · ? semi-openMaximize roadmap? semi-openaccumulating · opsSite ops — Worker awits · D1 · areweinthesingularity.com · awits worker · D1Site opsawits worker · D1live · opsarXiv research pulse — Multi-cat velocity · themes · inflection titlesarXiv research pulseMulti-cat velocity · themes · inflection t…shadow · researcharXiv themes — agents · reasoning · systems · safety · … · literature topologyarXiv themesliterature topologyshadow · researcharXiv top titles — Inflection / theme-tagged literature slice · literature topologyarXiv top titlesliterature topologyshadow · researchCandidate-necessary R&D — AWITS Candidate-Necessity R&D Map v2.4 · op RdGapCatalog_v1 · zero market weight on necessity · graph 029bc274… · necessity≠attentionCandidate-necessary R&Dgraph 029bc274… · necessity≠attentionshadow · researchStack rdgap receipt — https://docs.intrikata.com/demo/rdgap-necessity.json · docs.intrikata.com/demo/rdgap-necessity.jsonStack rdgap receiptdocs.intrikata.com/demo/rdgap-necessity.js…shadow · opsFour takeoff pathways — Recursive software · scale+scaffold · automated science+hardware · agent economy · 4 pathways · initiation vs control vs observabilityFour takeoff pathways4 pathways · initiation vs control vs obse…shadow · model
Live / establishedOpen residual or gateEvidence accumulatingDecidable closedShadow / optional

Standalone read-only AWITS topology (INTRIKATA_URL unset): full canonical seed + live monitor annotations. No remote Intrikata probe, no graph mutations. Directed edges are graph relations; evidence flow is the operational pipeline. Not a causal claim that any path produces the singularity.