Research status

Where the research stands

The Turing measures net held-out explanatory compression: one operational component of machine understanding.

Every status on this page is rendered from one data file, built from the consolidated research status table. Failed and incomplete experiments are shown, not hidden. As of 2026-10-01.

The research ladder

Current level: L2, Brownian scope only, instrument certification. Outside Brownian scope the ceiling is L1. TY-2 does not change the ceiling.

The scorer behaves as specified on known stochastic cases. It does not mean AIEN discovered anything.

Read from the bottom up. Each step rests on the one below it. Filled steps are achieved, half-filled steps are partial, hollow steps are not achieved.

  1. L0Definition

    achieved

    Achieved

    Evidence: QS:101 "met"; definition only

  2. L1Compression bridge, EXP-001R

    achieved

    Achieved (tested regime, amended overlap gate, unsigned)

    Evidence: QS:102; EXP-001R final_receipt.json

    FAILEXP-001failed attempt, kept on the record

    First attempt at the compression bridge. Failed its overlap audit (S2), so no measurement was produced. Kept on the record, not deleted. Led to EXP-001R.

  3. L2Known stochastic structure, EXP-002A-B-CCurrent level

    achieved

    Achieved for Brownian scope only, as instrument certification; verdicts checked against the private sealed records on 2026-10-01

    Evidence: QS:103, QS:114

  4. L3Invariant or unifying structure

    not achieved

    Not achieved (interventional replication PASS, EXP-002D INCOMPLETE)

    Evidence: QS:104

  5. L4Active experimental choice, EXP-003

    not achieved

    Not achieved (blocked, not frozen)

    Evidence: QS:105

  6. L5Energy attribution

    partial

    Partial (protocol and fixture tests; no timed run)

    Evidence: QS:106

  7. L6Turing yield T/J

    not achieved

    Not achieved (blocked on L5)

    Evidence: QS:107

  8. L7+Sensitivity, replication, multiple domains

    not attempted

    Not attempted (L7, L8, L9)

    Evidence: QS:108-110

Experiment status

One card per result. The badge is the verdict; the lines below say what it covers, what it does not, and what it waits on.

PASSCAL-0

CAL-0 calibration freeze

The measuring apparatus was locked down before any data was scored, so the rules could not be bent after the fact.

Status
PASS (freeze receipt TURING_PROFILE_V1_FROZEN=PASS) for EXP-001R; EXP-001 v1.0 freeze also passed, then its experiment failed
Scope
freeze of apparatus, profile v1.1, candidates, blinding
Claim level
none by itself (precondition)
Limitations
Frozen by receipt not git tag (D7); receipts unsigned (D6); candidate and evaluator share one OS user in separate jails (D8); PROTOCOL_CONFORMANCE.md item 50 stale ("open O3")
Next dependency
none
Evidence
freeze_receipt.json lines 2-4; QS section 2 row CAL-0
Receipt
calibration/experiments/EXP-001R/freeze_receipt.json
Commit
freeze C_f 8e6c5acd; receipt commit dee3eda5; PRs #97 45be6c84, #98 990ba326 (v1.0 freeze d3cba292, PR #94)
Date
2026-09-30
FAILEXP-001

EXP-001 compression bridge, first attempt

The first attempt failed its own overlap check, so it produced no measurement. The failure is kept on the record.

Status
FAIL, terminal (S2 overlap audit; S1 and S3-S9 NOT_REACHED)
Scope
compression bridge, first attempt
Claim level
none (no measurement produced)
Limitations
Gate crumb_digest failed, "1 shared". Kept, not deleted
Next dependency
superseded by EXP-001R
Evidence
final_receipt.json: verdict FAIL, criterion S2, code OVERLAP
Receipt
calibration/experiments/EXP-001/final_receipt.json, overlap_audit.json
Commit
result d5c97ce9, PR #95 e605a585
Date
2026-09-30
PASSEXP-001R

EXP-001R compression bridge, successor

The successor run passed all nine criteria on about 12.4 million events. It used an overlap gate that was rewritten after EXP-001 failed.

Status
PASS (S1-S9; EXP_001_COMPRESSION_BRIDGE=PASS)
Scope
successor, profile v1.1, two sealed groups 6,168,907 + 6,199,000 events (12,367,907 total)
Claim level
L1
Limitations
Used an AMENDED overlap gate G6 (Turing-profile-v1.1.toml:145) declared before data but written after EXP-001 failed on the old gate. Independent scorer matched 312 of 312 values, but it is a second scorer, not independent replication. Per-crumb bootstrap (D4). Unsigned
Next dependency
L8 replication (not attempted)
Evidence
final_receipt.json criteria and notes; QS section 2
Receipt
calibration/experiments/EXP-001R/final_receipt.json, REPORT.md, scorer_independent.json, uncertainty.json
Commit
result 190ff891, PR #99 806a9d6a
Date
run 2026-09-30 04:08Z
PASSTY-2

TY-2 Turing gain

2,559,679.825 bits of Turing gain

This is a gain in bits, not a yield. Yield is T/J (Turings per joule), and T/J is not established: no energy was measured.

On held-out data, the candidate model C described the events in about 2.56 million fewer bits than the order-1 baseline B, about 0.4387 bits per event.

Status
PASS (verdict=PASS)
Scope
held-out predictive compression, Turing Yield profile V0; candidate C (op + previous 4 outcomes) vs baseline B (order-1); fit seeds 1-7, held-out 8-10; 5,834,845 held-out events of crumbline control-learner search events
Claim level
information part of H5 only; sits below the L1 chain (separate profile)
Limitations
Ideal code length only, no decodable bitstream. Verify uses the same tool (self re-derivation, not independent). Not a scientific discovery measure. No energy. Post hoc op+prev1..5 scored higher (+2,722,851.799), not counted. Check: dl_b_ub 7484024867446 minus dl_c_ub 4924345042631 = 2559679824815
Next dependency
H4 then TY-7
Evidence
receipt fields t_microbits, dl_b_ub, dl_c_ub, verdict; tools/turing_yield.c:319; src/turing/ty_qrecord.c:343
Receipt
evidence/TURING_YIELD/ty2_heldout_receipt.txt
Commit
scoring code 487de8d7 (TY-1); PR #85 f0dc0af9; verify log PR #88 1b75aa81
Date
run 2026-09-29
PASSEXP-002A

EXP-002A Brownian Wave 1

Scorer certification on known random-motion cases. Passed under a successor profile; the first profile was blocked. Verdict checked against the private sealed records on 2026-10-01.

Status
PASS (Brownian Wave 1, sealed)
Scope
scorer certification on known stochastic cases; PASS under a successor profile (first profile BLOCKED)
Claim level
contributes to L2
Limitations
Not publicly reproducible until BRN-10 seals; erratum changed record text, no verdict; first profile BLOCKED; an intermediate v1.1 attempt ended INCOMPLETE (results failed to save) and is kept on record
Next dependency
BRN-10 seal
Evidence
QS:26, QS:45; architecture explainer:27,47-48
Receipt
PRIVATE aien-sealed (records in the private repo): commit 760bfe9 (EXP-002AR, profile v1.2, verdict EXP-002A PASS); also R3-49 results-v1.3 @6a90109, erratum @6b893de
Commit
profile commitments omega #100-#103, history #104
Date
2026-09-30
PASSEXP-002B

EXP-002B Brownian Wave 1

Passed, with its Occam curve passing separately under a later profile. Verdict checked against the private sealed records on 2026-10-01.

Status
PASS without its Occam curve; Occam curve PASS separately under v1.3
Scope
scorer certification on known stochastic cases; PASS under a successor profile (first profile BLOCKED)
Claim level
contributes to L2
Limitations
Not publicly reproducible until BRN-10 seals; erratum changed record text, no verdict
Next dependency
BRN-10 seal
Evidence
QS:26; explainer:28-29
Receipt
PRIVATE aien-sealed (records in the private repo): commit 1310e06 (PASS v1.2, Occam curve not computable) and commit 111a5ea (Occam curve PASS v1.3); also R3-49 results-v1.3 @6a90109, erratum @6b893de
Commit
profile commitments omega #100-#103, history #104
Date
2026-09-30
PASSEXP-002C

EXP-002C Brownian Wave 1

Passed, then passed again on fresh sealed worlds. Verdict checked against the private sealed records on 2026-10-01.

Status
PASS under v1.2; repeated PASS on fresh sealed worlds under v1.3
Scope
scorer certification on known stochastic cases; PASS under a successor profile (first profile BLOCKED)
Claim level
contributes to L2
Limitations
Not publicly reproducible until BRN-10 seals; erratum changed record text, no verdict
Next dependency
BRN-10 seal
Evidence
QS:26; explainer:30
Receipt
PRIVATE aien-sealed (records in the private repo): commit f546162 (PASS v1.2) and commit 111a5ea (repeat PASS on fresh sealed worlds, v1.3); also R3-49 results-v1.3 @6a90109, erratum @6b893de
Commit
profile commitments omega #100-#103, history #104
Date
2026-09-30
INCOMPLETEEXP-002D

EXP-002D hostile rules

One hostile rule could not be evaluated with the Wave 1 prediction format. No wrong verdicts on the rules that were evaluated.

Status
INCOMPLETE
Scope
one hostile rule not evaluable with the Wave 1 prediction format; 0 wrong verdicts on rules evaluated
Claim level
L3 not met
Limitations
Wave 1 format cannot evaluate that rule
Next dependency
Wave 2 contract
Evidence
QS:27, QS:105; explainer:31,49
Receipt
aien-sealed (not read)
Commit
none
Date
2026-09-30
BLOCKEDEXP-003

EXP-003 active experimental choice

Not run. Its contract is still a draft and must wait for the Brownian records to be sealed.

Status
BLOCKED, not frozen
Scope
active experimental choice (protocol section near .tex line 760)
Claim level
L4 not met
Limitations
Wave 2 contract is a DRAFT in aien-sealed PR #1, not accepted or frozen; must seal after BRN-10. Earlier selector kill test FAILED (chooser reframed as record-keeping)
Next dependency
Wave 2 contract acceptance plus BRN-10
Evidence
QS:29, QS:105; architecture RESEARCH.md:183
Receipt
none
Commit
none
Date
n/a
PARTIALENERGY-ATTRIBUTION

Physical energy attribution (H4)

The plan for measuring energy is written down and the code has fixture tests, but no timed run on real hardware has happened.

Status
PARTIAL: protocol pre-registered, code and fixture tests only, no timed run
Scope
TY energy attribution stages 1 and 2
Claim level
L5 partial
Limitations
TURING_YIELD_ENERGY_PROTOCOL_V0.md:5 "PRE-REGISTERED ... before any timed run"; tests/turing/test_ty_energy*.c are fixtures. Evidence is thinner than "partial" suggests
Next dependency
silicon timed run
Evidence
QS H4 row; tools/ty_energy_run.sh, tools/ty_energy_reduce.c
Receipt
none (no energy file under evidence/)
Commit
protocol 99c1f696; boundaries 4386897f; PR #86 071a1e17
Date
2026-09-29
NOT STARTEDTURING-YIELD-TJ

Turing yield T/J (H5 physical part)

Turings per joule cannot be computed until energy is measured, so this has not started.

Status
NOT STARTED (blocked on H4)
Scope
n/a
Claim level
L6 not met
Limitations
TY2 states no energy was measured; T/J (TY-7) uses the denominator in profile section 10. DIRAC-0 reports NOT_RUN
Next dependency
H4
Evidence
QS:24; TY2 last bullets; architecture DIRAC-0-SPEC.md:158
Receipt
none
Commit
none
Date
n/a
PARTIALBROWNIAN-CEILING

Brownian claim ceiling

In the Brownian scope the strongest claim is that the instrument behaves as specified on known cases. No report may say AIEN discovered a physical law.

Status
L2 only, instrument certification; L3 not met
Scope
Brownian scope
Claim level
L2
Limitations
QS:114 "behaves as specified on known stochastic cases, not that AIEN discovered anything". Rule: no report may say AIEN discovered a physical law (explainer:57-59)
Next dependency
EXP-002D, EXP-003, BRN-10, replication
Evidence
QS section 6; explainer:7,21,57-59
Receipt
n/a
Commit
n/a
Date
2026-10-01
NOT ESTABLISHEDGENERAL-DISCOVERY

General scientific discovery claim

No general claim of scientific discovery is made. Outside the Brownian scope the ceiling stays at L1.

Status
NOT ESTABLISHED
Scope
all
Claim level
none; outside Brownian scope the ceiling stays L1
Limitations
L9 (multiple domains) not attempted; TY-2 does not change ceiling. Rev 6 claim A proved on paper, B open conjecture, C untested hypothesis
Next dependency
L3 to L9
Evidence
QS section 1 and 6; DISCOVERY_CURRENT_STATE.md:18-20
Receipt
none
Commit
none
Date
n/a

What is built and what is still an idea

Implemented work and research hypotheses are kept apart. A hypothesis listed here is a question, not a feature.

Implemented (14)

Code and tests exist. Each entry says how far that goes.

  • Resident World / reactionsImplemented (host reference)

    one shared object world; reactions wake on object and field-mask change; budgets, quarantine, causal crumbs

    Limits and evidence
    Claim level
    host reference only
    Limitations
    R16 merged with evidence-immutable CI failing (inventory.json edited in place); R15 G8 attempt 1 FAIL 0.832, attempt 2 PASS file exists (value not verified); whole-product orchestrator retirement deferred
    Next dependency
    runtime program lanes
    Evidence
    src/runtime/rx_world.h:2-8,73
    Receipt
    tests/runtime/rx_r12_resident.c, rx_r13_living.c, rx_r14_recovery.c; evidence/R16/22d7a79a...json (R16_ORCHESTRATOR_RETIRED=PASS); evidence/R15/
    Commit
    last touch bc60f86; R16 omega#112 3dd5eaa
    Date
    2026-09/10
  • Lifecycle modelingImplemented (host-only)

    explicit state machine of wake/admit/run/commit/invalidate/fail/reclaim/cancel; SPEC, AS_BUILT, mutant profiles

    Limits and evidence
    Claim level
    host only
    Limitations
    4 reactions in fixed tree; CPU only; no CANCEL against rx_world
    Next dependency
    store LG receipt
    Evidence
    tests/model/world_model.h:1-25; mk/proof.mk:9,26
    Receipt
    tests/model/model_check.c, receipt.sh via make test-proof; no LG receipt committed under evidence/
    Commit
    PR #174 0d8b057
    Date
    n/a
  • State-space explorationImplemented (bounded)

    BFS over reachable model states, shortest violation trace

    Limits and evidence
    Claim level
    test code, not shipped runtime
    Limitations
    bounded by WM_EXT_MAX and WM_TICK_MAX; no stored run result
    Next dependency
    none stated
    Evidence
    tests/model/world_explore.c:1-6
    Receipt
    via make test-proof; counterexample replays I2, I4 in world_diff.c
    Commit
    0d8b057
    Date
    n/a
  • Differential checkingImplemented (host-only)

    AS_BUILT model vs real rx_world, all op sequences to depth N; TSan target

    Limits and evidence
    Claim level
    host only
    Limitations
    depth bounded; settled states only; visor/search differential unchecked
    Next dependency
    none stated
    Evidence
    tests/model/world_diff.c:1-30,701-702
    Receipt
    make test-proof logs; no committed receipt
    Commit
    0d8b057
    Date
    n/a
  • Semantic / program artifacts: program idImplemented, narrow

    program identity v2 = canonical body + contract hash; unary u64 ADD/SUB/MUL/AND/OR chains

    Limits and evidence
    Claim level
    narrow
    Limitations
    cannot name matvec or Omega-X; omega_program_realize declared (omega_program.h:117) with no definition per 2026-09-29 audit (not rechecked); M6 self-host is a fixed output
    Next dependency
    general compiler
    Evidence
    src/omega_program.h:41,44,117
    Receipt
    tests/program/test_program_id.c; evidence/PROGRAM_ID/ (2 receipts)
    Commit
    omega#75; 9d17fcc
    Date
    2026-09-29
  • Semantic / program artifacts: action graph IRImplemented

    goal to typed graph to resident reactions; workflow fusion into MetaSkills

    Limits and evidence
    Claim level
    host
    Limitations
    fusion means fewer reactions and CPU, not faster
    Next dependency
    none stated
    Evidence
    src/runtime/rx_graph.h:181-196
    Receipt
    tests/runtime/rx_action_graph.c, rx_workflow_fusion.c; evidence/ACTION_GRAPH/, WORKFLOW_FUSION/
    Commit
    omega#51 df0ce76, #61 ceb68d6; d9ed2e8
    Date
    2026-09
  • Verification infrastructureImplemented

    per-milestone gate scripts, content-addressed receipts, evidence immutability CI

    Limits and evidence
    Claim level
    host
    Limitations
    no shared receipt schema across repos; immutability check bypassed once (R16); no common harness
    Next dependency
    shared schema
    Evidence
    src/omega_evidence.h:48-74
    Receipt
    evidence/omega_verify_qualification_receipt.json; evidence/SHA256SUMS; .github/workflows/evidence-immutable.yml
    Commit
    5c23ec9
    Date
    n/a
  • Search traces (M23)Implemented (corpus half)

    records every candidate the program search touches; byte-identical replay; sealed holdout commitment

    Limits and evidence
    Claim level
    corpus only
    Limitations
    training half waits on M22; hooks off by default; nothing consumes the corpus
    Next dependency
    M22
    Evidence
    spec/searchtrace/M23_SEARCH_TRACE_CORPUS_V1.md:1-30
    Receipt
    evidence/M23/receipts/m23-corpus-ee498211...json PASS (3072 steps, commit 12b4d6e)
    Commit
    a0e59f4
    Date
    n/a
  • Capabilities / authorityImplemented (with conflict)

    capability roots, 64-bit generations, capability graph, skill router; aienos C authority with containment

    Limits and evidence
    Claim level
    host
    Limitations
    Rust and C authorities coexist (CONFLICTING per audit); Effect Broker partial (Rust only); machine identity has 3 shapes
    Next dependency
    pick one authority
    Evidence
    src/runtime/rx_capq.h:227-263; aienos_cap.h:70-91
    Receipt
    tests/runtime/rx_capability_graph.c, rx_capability_query.c, tests/effect/test_effect_cap64.c; evidence/CAPABILITY_QUERY, EFFECT_CAP64; aienos native/capability tests; 7 Rust tests
    Commit
    omega#53 670bf98, #71 8e7a445
    Date
    2026-09
  • Turing measurement machineryImplemented (instrument); science partial

    field, selector, replay, compression stream (tc_*), Turing Yield units (ty_*) including energy attribution code

    Limits and evidence
    Claim level
    instrument
    Limitations
    science state is in Table 1; chooser failed kill test, now record-keeping only; TURING not wired into live runtime (QS:31 NOT STARTED)
    Next dependency
    live wiring, H4
    Evidence
    QS:19-29; TY2:1-17
    Receipt
    tests/turing/test_turing.c, test_tc.c, test_ty_energy.c, test_tc_eval.sh; ty2_heldout_receipt.txt
    Commit
    a0e59f4
    Date
    n/a
  • Cortex componentsImplemented (host reference, omega C) plus Rust twin

    omega: append-only digest-chained store, journal, single writer, promote, recall, World recording (single process). aienos: Rust store, record, status, verification

    Limits and evidence
    Claim level
    host, single process; "implemented, not qualified" per architecture
    Limitations
    two implementations (C vs Rust, CONFLICTING); thin Rust tests; no Visor consumer; predictive memory (EST-8) PLANNED
    Next dependency
    resolve duplicate, qualification
    Evidence
    rx_cortex.h:1-14,170-225; ROADMAP.md:313
    Receipt
    tests/runtime/rx_cortex_canon.c; 2 Rust tests in aienos-cortex store.rs
    Commit
    omega 00160d9 (M20)
    Date
    n/a
  • AEGISImplemented (host, resident authority faculty)

    verifier and policy faculty: omega R8 resident AEGIS (request, decide, root mint through native AIENOS authority) plus omega aegis_verification and a Rust aienos-aegis crate (capability graph, effect broker, evaluator)

    Limits and evidence
    Claim level
    host (covers only the R8 resident AEGIS receipt; the Rust aienos-aegis crate and omega src/aegis_verification.c are present in the repos but no receipt is cited here for them)
    Limitations
    receipt says host processor, authority runs as a host library, not an AIENOS kernel; policy is not learned at run time; receipt predates later runtime edits (omega rx_aegis.c last touched fed4f07, R16 C6, 2026-09-30) and was not rerun; the Rust aienos-aegis crate and omega src/aegis_verification.c were not read or run by scout
    Next dependency
    native AIENOS kernel authority; shared receipt schema
    Evidence
    omega spec/r8-aegis-resident.md; src/runtime/rx_aegis.h:1-40; tests/runtime/rx_r8_aegis.c; aien-architecture doctrine/ROADMAP.md row R8; docs/adr/0013-machine-physics-lowering-and-aegis-invariant-checker.md (Accepted)
    Receipt
    evidence/R8/a666db9f3d2fd9f6b01be6035935cdfa5b3d233b03100014fedabb31fcf04181.json (R8_CONSTITUTIONAL_AEGIS PASS, 116 checks, 0 failures, clean tree, candidate fd57ed5)
    Commit
    omega#48 fe4924a
    Date
    2026-09-28
  • ATLAS (M1 ATLAS_BOOT and roadmap)Implemented, narrow (QEMU qualified; native hardware pending)

    1,480-byte bootstrap seed atlas.bin, dual-seam verified in QEMU virt AArch64 (301 instructions word-reconciled, 268 of 268 corruptions refused); first rung of the 41-row roadmap (M0 to M40)

    Limits and evidence
    Claim level
    QEMU only
    Limitations
    ATLAS_BOOT_NATIVE_PASS pending and decoupled from QEMU; atlas master still carries .py gate scripts (run_milestone1_gates.py, seam2_execution_harness.py, generate_audit_ledger.py) beside the C/shell suite; roadmap table counts at read time: 20 rows COMPLETE variants, 21 PLANNED (M20 to M40 all PLANNED); roadmap status is doc-level, not rerun
    Next dependency
    native hardware boot (paused until TRUST-1 owner-key chain); M20 OMEGA_TENSOR opens the planned half
    Evidence
    aien-architecture doctrine/ROADMAP.md rows M0-M40 and lines 87-95; atlas qualification_receipt.json
    Receipt
    atlas qualification_receipt.json (qualification_status COMPLETE_QEMU_QUALIFIED, sha256 f7802501...b9a5)
    Commit
    atlas fcc3874 (seed, 2026-09-26); atlas 0ec17d4 (C11 and shell gate suite); roadmap table aien-architecture f81e4ce (doctrine/ROADMAP.md, 2026-10-01)
    Date
    2026-09-26
  • Typed result contractsImplemented, narrow (synthetic backend)

    9 typed contracts, constrained generation versus free generation, and a publish gate that is the sole writer of the published object (rx_contract)

    Limits and evidence
    Claim level
    host, synthetic cognitive backend
    Limitations
    receipt not_claimed: neural or LLM backend, live R11 reactions through the gate, valid-but-wrong answers, lookahead, GPU execution, AIENOS kernel; constrained invalid rate 1.26% vs free path (measured 32% per memory note, not read from the JSON by scout); semantic failure rate similar on both paths; not rerun
    Next dependency
    real cognitive backend; R11 routed through the gate; efficiency golden path capstone
    Evidence
    omega src/runtime/rx_contract.c, rx_contract.h; tests/runtime/rx_typed_results.c; spec/typed-result-constraints.md:1-12; receipt tail gates block
    Receipt
    evidence/TYPED_RESULTS/b75d295fa4007e13bcb443d7dd4e3c3246a58e7acf4d553d99712e98937b0bbb.json (OMEGA_TYPED_RESULT_CONSTRAINTS_PASS, 47,062 checks, 0 failures, clean tree)
    Commit
    omega#59 1b63b20 (candidate d8da311)
    Date
    2026-09-28

Partially implemented (4)

Some of it exists. The missing part is named.

  • CEGISPartially implemented, unverified (treat as not established)

    only the word appears in synthesis path; no dedicated module or test found

    Limits and evidence
    Claim level
    none
    Limitations
    scout did not read the matching lines
    Next dependency
    read src/omega_synthesis.c, omega_realize_synth.c
    Evidence
    grep hits in those two files
    Receipt
    none
    Commit
    none
    Date
    n/a
  • Evidence receiptsPartially implemented

    digest-named JSON receipts, run commit and dirty flag; aienos Rust evidence tool (capture, verify, rollback)

    Limits and evidence
    Claim level
    partial
    Limitations
    no shared schema; BuildIdentity planned (TRUST-1), not code
    Next dependency
    shared schema, BuildIdentity
    Evidence
    src/omega_evidence.h:48-74; TURING_CURRENT_STATE.md rows Provenance, BuildIdentity
    Receipt
    evidence/*.json; aienos ck_gates_*.json; 36 Rust tests in aienos-evidence
    Commit
    5c23ec9
    Date
    n/a
  • ARGUS (ARGUS-0, ARGUS-1)Partially implemented (ARGUS-0 complete under documented limits; ARGUS-1 containment partial)

    defensive plane in C: 128-byte event ABI, rings, resident core, hard-invariant detectors, omega producer; ARGUS-1 adds ABI v1.2, bridge to AEGIS and one narrow revoke (everything else escalates)

    Limits and evidence
    Claim level
    host
    Limitations
    performance passes only with the consumer on a spare core (+3.87% R8; unpinned +5.31% fails the 5% bar); ADR 0017 2% clock target unmet, amendment pending Drake; hostile review 63 tests, 58 defended, 3 expected-fail, 2 N/A; ARGUS-1 G6 offline checker not delivered so G13 stays open; Mac G12 run not done; freeze is an explicit stand-in; no synchronous blocking; ARGUS never authorizes (AEGIS does)
    Next dependency
    ARGUS-1 G6 offline evidence checker; Mac regression run; owner decision on 2% target
    Evidence
    aienos native/argus/docs/ARGUS0_GATES.md:3; ARGUS1_GATES.md:6,29,53,62,70; aien-architecture docs/adr/0017-argus-defensive-plane.md:3
    Receipt
    aienos native/argus/docs/ARGUS0_GATES.md (9 of 10 gates PASS, hostile and performance gates PASS-WITH-DOCUMENTED-LIMITS); native/argus/docs/ARGUS1_GATES.md (G8 PASS, G10 PASS 47,283 events 0 proposals, G11 implementation check PASS, G12 Linux PASS, Mac pending, G13 partial); omega evidence/ARGUS/h2-verify/VERIFY.md and evidence/ARGUS/speed2
    Commit
    aienos#160 7523933; omega#70 470dcae; aienos#161 d39dd5b; aienos#163 e954b0b; aienos#170 efadc17; aienos#172 603c91d; ADR 0017 aien-architecture#48 10cd118 and #53 b19b4ac
    Date
    2026-09-29
  • FORGE (v1 and V2)Partially implemented (v1 qualified on host and GB10; V2 and analog simulation are experimental, no physical device)

    machine realization subsystem: v1 FORGE-0 realize/verify seam and FORGE-HWID observed GB10 descriptor; V2 substrate-neutral descriptor and evidence encodings with known-answer tests; AR2 simulated analog provider with digital oracle parity

    Limits and evidence
    Claim level
    host and GB10 for v1; V2 host-only simulation, no physical analog claim
    Limitations
    physics docs/FORGE_SUBSTRATE_V2_SPEC.md still says Status DRAFT; golden vectors are synthetic fixtures and state no physical run; no analog device exists (AR4 needs an operator device decision); the 47 KAT + 6 gates count in memory notes was not reproduced by scout
    Next dependency
    AR3 calibration and uncertainty; AR4 physical device decision; AR5 omega multi-substrate selection
    Evidence
    aien-architecture docs/adr/0018-substrate-neutral-physical-realization.md:3,195-206 (Accepted 2026-09-29); doctrine/FORGE.md; doctrine/ROADMAP.md Gates 3-4 and 14 rows; physics docs/FORGE_SUBSTRATE_V2_SPEC.md:3-9; docs/forge-v2-golden-vectors.md:5-7
    Receipt
    omega evidence/FORGE-GATES/702cf450534cf2727e4846243d00e7523b8252a95601d159ca8dd5d392ccafb7.json (Gate 3 FORGE-0 PASS, Gate 4 FORGE-HWID PASS, sm_121, clean trees); omega evidence/GATE14-FOUNDATION/50dd611b...json; V2: no committed receipt, only tests/test_forge_v2_kat.c, tests/run_forge_v2_gates.sh and regenerated docs/forge-v2-golden-vectors.md in physics
    Commit
    physics#13 5969159 (v1, 2026-09-29); physics#16 1f7c321 (V2, 2026-09-29); physics#21 d52759d (AR2, 2026-10-01); omega#111 5517d22 (Gate 14)
    Date
    2026-09-29/10-01

Experimental (1)

Being tried. Results so far, including failures, are on the record.

  • Bayesian cost prediction (belief/estimation)Experimental

    Kalman filter, mixtures, predictors, v4 families vs recorded signals

    Limits and evidence
    Claim level
    experimental
    Limitations
    v1 and v2 FAIL on record (heavy tails, idle regime); v4 selects among screen-passers on one-step log score; EST-5 uncertainty-aware cost model not found as code; rx_costmodel is matvec only. Architecture: EST-3 v1-v3 FAIL, v4 no verdict, EST-4..10 blocked
    Next dependency
    declared loaded period; EST-5
    Evidence
    docs/estimation/EST3C_FORENSICS.md:3,97-119; est-v4/RESULT.md
    Receipt
    docs/estimation/receipts/est23-v1 FAIL, est23-v2 FAIL, est3c-v3, est-v4/RESULT.md (family G1 lag PASS, 3 void attempts kept)
    Commit
    omega#105; est-v4 PR #153 6ff7c30
    Date
    2026-09-30/10-01

Planned (3)

Written down as a plan or specification. No code yet.

  • Full Physics ZeroPlanned

    specification and plan only; M35 PHYSICS_ZERO_REAL_LAB PLANNED; no AIEN-P0 clean lineage

    Limits and evidence
    Claim level
    none
    Limitations
    README.md:30 lists it as spec/plan only
    Next dependency
    M35
    Evidence
    README.md:30; QS:92; architecture ROADMAP.md:74
    Receipt
    none
    Commit
    none
    Date
    n/a
  • Self-accelerating RSI via measured abstractionPlanned (doctrine term)

    no code symbol

    Limits and evidence
    Claim level
    none
    Limitations
    RSI promotion discipline is spec only; full RSI integration out of scope for R16
    Next dependency
    later phases
    Evidence
    TURING_CURRENT_STATE.md:56; spec/path-semantic-object.md:462-463; docs/r16-operator-brief.md:532
    Receipt
    none
    Commit
    none
    Date
    n/a
  • Dirac (DIRAC-0 and sealed exam ladder)Planned (spec, ADRs and oracle design only; all gates NOT_RUN)

    integration workstream that would test generic Omega algebra, CPU and GB10 realization, and blind discovery against a hidden Dirac evaluator; ADR 0026 places Dirac as first rung of a sealed exam ladder (Zeta, symmetry, SUSY)

    Limits and evidence
    Claim level
    none
    Limitations
    ADR 0023 and ADR 0026 are PROPOSED, not accepted; oracle C file exists but was never compiled or run; M20 OMEGA_TENSOR semantic layer and CPU realization merged via omega#136 (c7f9fcd, 2026-10-01) but is not qualified (GB10 NOT_RUN, M20 not qualified); no GB10 tensor realization; G3 sealing BLOCKED_OPERATOR so no sealed dataset; no T/J (TURING H5 NOT STARTED); ESTIMATION v4 is recorded INCONCLUSIVE in omega#153 (merged 2026-10-01), v5 in progress as omega#170 (open)
    Next dependency
    operator acceptance of the spec (D-01), then D-02 oracle build; M20 OMEGA_TENSOR qualification; G3 sealing; TURING H5
    Evidence
    aien-architecture docs/plans/dirac/DIRAC_0_CURRENT_STATE.md (gates NOT_RUN); docs/adr/0023-dirac-0-program.md:3; docs/adr/0026-sealed-discovery-examinations.md:3; omega research/dirac-oracle/README-NOT-BUILT.md
    Receipt
    none; no evidence/DIRAC-0/ receipt exists; gates DIRAC_PREP_FROZEN, DIRAC_D0_ALGEBRA_PASS, DIRAC_CPU_REALIZATION_PASS, DIRAC_D1_REALIZATION_PASS, DIRAC_D2_DISCOVERY_PASS all NOT_RUN
    Commit
    aien-architecture#83 6ebd2fe (spec + ADR 0023 PROPOSED); aien-architecture#97 5910dff (ADR 0026 PROPOSED); omega#158 458c57f (oracle spec, NOT BUILT)
    Date
    2026-10-01

Research hypothesis (5)

Not built. An idea to test, not a feature.

  • General causal discoveryResearch hypothesis

    none

    Limits and evidence
    Claim level
    none
    Limitations
    grep "causal discovery" in omega: 0 hits; only "causal crumbs" (provenance)
    Next dependency
    n/a
    Evidence
    omega grep
    Receipt
    none
    Commit
    none
    Date
    n/a
  • Full active experimentationResearch hypothesis (blocked)

    appears only as EXP-003 spec

    Limits and evidence
    Claim level
    none
    Limitations
    policy interface in protocol .tex:20,45,1281 only
    Next dependency
    EXP-003
    Evidence
    QS:29
    Receipt
    none
    Commit
    none
    Date
    n/a
  • Equality saturationResearch hypothesis

    none

    Limits and evidence
    Claim level
    none
    Limitations
    only prior-art text, no e-graph code
    Next dependency
    n/a
    Evidence
    docs/turing/TURING_PRIOR_ART_MATRIX.md:25,55,147
    Receipt
    none
    Commit
    none
    Date
    n/a
  • General representation discoveryResearch hypothesis

    none

    Limits and evidence
    Claim level
    none
    Limitations
    0 hits; related only fixed realization families src/algebra/realize_*.c and narrow omega_discovery.c (not read in detail)
    Next dependency
    n/a
    Evidence
    omega grep
    Receipt
    none
    Commit
    none
    Date
    n/a
  • SUSY / Zeta rediscoveryResearch hypothesis

    none

    Limits and evidence
    Claim level
    none
    Limitations
    0 hits in omega
    Next dependency
    n/a
    Evidence
    omega grep
    Receipt
    none
    Commit
    none
    Date
    n/a

Sources and caveats

AIEN research status table (consolidated), generated 2026-10-01 by SCOUT (LT-TRUTH).

Repository commits read: omega 38919c8, aienos 4a116e5, aien-architecture 8d24c6d, aienos.com d43200c.

Evidence ranks: code > tests > receipts > frozen profiles > qualification records > docs > website prose.

  • Nothing was built, run or re-scored for this table. "Receipt exists" means the file is on main, not that it was rerun.
  • Brownian sealed records are in the private aien-sealed repo. The EXP-002A, EXP-002B and EXP-002C verdicts were checked against the private sealed records on 2026-10-01; the records themselves stay private until BRN-10 seals.
  • L2 verdicts were checked against the private sealed records on 2026-10-01; the records stay private. Evidence for the current level: QS sections 1 and 6; QS:114-115; QS written at 62f5ba5, updated at 8a56ace, reconciled 07004a8; main 38919c8

Abbreviations

QS
omega docs/turing/TURING_SCIENTIFIC_QUALIFICATION_STATE.md
TY2
omega docs/turing/TURING_YIELD_TY2_RESULT.md
explainer
aien-architecture explainer (#67)