read_sql resolves connection_ref from the environment to a sqlite path, opens it read-only (mode=ro so a write in the query fails at the DB), and converts cells to their spec-5 text form: INTEGER plain decimal, REAL shortest round-trip (repr), TEXT verbatim, SQL NULL empty string, BLOB/other IngestError (never silent coercion). materialize now dispatches file->read_csv, sql->read_sql; http stays I6-refused. Pure stdlib (sqlite3/os/contextlib) — MAF-free context-seam guard intact. No spec change (frozen); the SQL type/number rules were delegated to I4.
Refs: shared/ingest-spec.md 4/5/8 · sesjonsplan I4
Rewritten around what the project is built on — Karpathy's LLM-wiki idea
as formalized by Google Cloud's Open Knowledge Format (spec-linked) — how
the 8-step loop works and is set up (shared commons core, per-project
bundles, specified ingest layer), and what the architecture enables.
Adds the AI-first framing: the wiki is written for the model, human
affordances (verdict inbox, promotion gate) are layers on top — the
inverse of a human-first wiki. Honest status kept: offline proof only,
ingest specified but not implemented.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
The neutrality guard now covers BOTH shared specs explicitly (a new spec
file is never guarded implicitly), and a new structure test pins the
ingest spec's normative skeleton incl. the verdict-layer reservation and
the explicit-timestamp field. Proven RED against a throwaway copy with a
framework name injected and with a required section dropped; field-level
cross-check vs contract code arrives with the I2 contracts.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
Program-planleggingssesjon per brief 2026-07-03: alle brief-premisser
verifisert mot ground truth (retrieval-forbudet sitert ordrett), planen
adversarial-reviewet x2 (2 blockere + 8 majors innarbeidet: verdict-lag-
reservasjon, lag-separasjon ved re-ingest, deterministisk timestamp,
guard-dekning, D7/HTTP-ærlighet, gatede spec-endringer). I1 er GATET på
operatør-godkjenning av målbildet. Kun dokumenter — ingen kode-, shared-
eller søskenrepo-endring; suite 157/4 grønn.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
Brief (ikke plan) for nytt program etter S11: ingest-steg som materialiserer
kildeuttrekk til OKF-bundles (metode-spec forbyr query-time retrieval i løkka),
delt manifest-kontrakt i commons, referanseimplementasjon per stack.
Inkluderer oppstartsprompt for planleggingssesjonen.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QdSfQdND84oeq2mbjueLTS
Demonstrates the pull-only sync direction; content already identical,
so this merge only re-anchors the squash metadata to the rewritten
commons main.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
commons (ktg/portfolio-optimiser-commons @ 7d2b46c) is now the source of
truth for the framework-neutral shared core; this repo consumes it via
git subtree (--squash) at the unchanged shared/ path.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
The directory returns in the next commit as a git subtree of
portfolio-optimiser-commons (source of truth), same path, so tests
and the PORTFOLIO_SHARED_ROOT default resolver are unaffected.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
Defines the S11 yardstick BEFORE either stack exists: pinned commons-ref
as identical input, metrics M1-M4, the verbatim liveness-asymmetry
declaration, five binding LLM non-determinism rules for S10/S11, and a
ban on comparing offline numbers with live numbers.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
One call-time resolver (env PORTFOLIO_SHARED_ROOT, default the in-repo
shared/) consumed by both MAF-side readers of the shared core:
persona._example_path() (the _EXAMPLE_PATH monkeypatch seam is kept) and
simulation._default_bundle_dir() (replaces the _BUNDLE_DIR module global).
De-risks the S4 extraction: re-pointing the commons becomes an env var,
not a code change. Override test proves the marker follows a tmp copy of
the whole shared tree; both detach points proven RED. Suite 155->157.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
Author shared/method-spec.md: the 8-step loop (normative, RFC-2119), the
verdict JSON contract incl. the id-minting algorithm and the chosen conflict
semantics, the inbox/outbox folder contract, the fail-closed promotion-gate
semantics, the IR projection + golden suite as the only ground truth (incl.
the reproducible Monte Carlo procedure), and the budget/stop, provenance and
startup-contract requirements — every normative claim cross-checked against
the load-bearing tests/code. The sibling implementation builds from this spec
alone.
Load-bearing trio (tests/test_method_spec_loadbearing.py, persona-trio
style): required structure, a name-shaped framework-neutrality guard over the
spec + the persona skill tree, and a cross-check-completeness test driven
from the REAL artifacts and the REAL verdict serializer (red on code drift).
All three detach points proven RED (missing file / framework name / dropped
field). shared/README.md: the "(planned)" line replaced with the real entry.
Suite 152 -> 155 passed / 4 skipped; ruff check+format clean; mypy src clean.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
Findings 4-7 from the 2026-07-02 status analysis, per the session plan (S1):
- CHANGELOG rewritten truthfully (was: 'Plan phase - no framework code yet')
- README stack line names the split GA packages, not the agent-framework meta-package
- CLAUDE.md: MCP downgraded to extension point (in-process FunctionTool is the default seam)
- Verdict conflict semantics documented as chosen (store first-write-wins per id,
disk/wiki last-write-wins per file; full B10 taxonomy deliberately deferred)
- docs/extending.md: explicit 90%-principle cut-list (B10, B11, U12, U14, concurrent fan-out)
- .gitignore covers .trekexecute-progress-* (docs/.DS_Store was already untracked/ignored -
the plan's git rm --cached assumption was stale; no-op)
No code behavior changed (docstring only in verdicts.py). Suite 152/4 green, mypy clean,
ruff format --check clean.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01AaQCFnfsh3tfq1VfzdJpoi
The expert reviewer was only a hardcoded verdict_input dict inside the offline
simulation. Build it as the real, shared artifact target picture §8 calls for:
shared/skills/expert-reviewer/ — a SKILL.md persona prompt (energy-advisor / M&V
role + the realization-gap methodology the validator cannot compute) plus a
canonical references/example-verdict.json. shared/ stays pure data; the MAF side
reads it via portfolio_optimiser.persona.load_persona_example (call-time,
fail-fast) and the Claude-SDK sibling reads the same JSON with its own loader.
This de-stubs the simulation: its persona judgement (decision + rationale + traced
marker) is now sourced from the artifact at call time, not an inline literal — so
the shared persona is genuinely consumed and cannot rot silently. decision is
binary (approved/rejected, the FeedbackContract the run path accepts);
approved_with_adjustment is rejected there and lives only in the bundle seed
frontmatter + the promotion gate, so the realization correction is carried in the
rationale prose.
Load-bearing trio (tests/test_persona_skill_loadbearing.py), each proven RED on its
own detach: structure + framework-neutrality, the example is valid pipeline input
(incl. FeedbackContract, on a throwaway copy), and the simulation's marker follows
the artifact file. Suite 149->152.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
The primary method proof, offline — a deliberate, cost-driven substitution
for målbilde §11.8's real-model run (the operator runs MAF against no real
model; API for both repos is too costly privately).
`portfolio_optimiser.simulation` drives `run_project` with a scripted
synthetic chat client across two runs separated by a promotion, and shows
the learning loop close end to end:
- ScriptedChatClient subclasses the LAYERED OpenAIChatCompletionClient (not
bare BaseChatClient — else the always-attached BudgetMiddleware no-ops),
constructs offline (loopback url + dummy key), role-keys proposer/checker
replies, and records every prompt into a shared sink.
- simulate_learning_loop: Run A (fresh wiki) -> validated, persona-approved
verdict carrying a realization marker absent from the bundle -> promote_verdict
into the OKF wiki -> seed_store_from_bundle re-reads it -> Run B's hypothesis
prompt carries the marker. An empty-wiki control on Run A proves causality.
- `python -m portfolio_optimiser.simulation` prints an honest trace.
Honesty (§1): this proves the plumbing, the deterministic spine, and that the
learning dataflow closes — NOT that a live LLM would produce the proposal or
verdict (scripted stand-ins). The genuine model-behaviour comparison lives on
the Claude-SDK side (a minimal API run); the scripted client is MAF-side
scaffolding, not part of the framework-neutral shared/ core.
Load-bearing: tests/test_simulation_loadbearing.py goes red when promotion is
detached (the marker never crosses into Run B). Suite 148->149.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Close the last agentic-loop seam (målbilde §3/§6/§7/§11 step 6): an
APPROVED verdict is promoted from the raw output layer into the context
layer (the OKF bundle) as a navigable `type: verdict` concept file, so
human/persona-approved knowledge reaches the next run's hypothesis.
- okf.py (pure stdlib, MAF-free): render_frontmatter / write_concept_file
/ link_in_index — the D7-portable OKF write counterpart of navigate.
- verdicts.py: promote_verdict + PromotionRefused gate (fail-closed; only
approved decisions enter the wiki, never raw agent output), provenance
stamp (who/experiment/when; timestamp a required kwarg), neutral index
label (signal reaches a prompt only via the gated ExpeL fold, never
bundle_context), _safe_filename_token (id sanitised for path/link).
- R4 = optional+gated: a public opt-in primitive, NOT wired into
run_project (mirrors write_verdict — the system reads, the gate promotes).
- Load-bearing trio (test_step8_promotion_loadbearing.py): gate refuses a
non-approved verdict, approved verdict is navigable, promoted signal
stays out of the read-context — all proven RED-on-detach. Suite 144->148.
Design hardened by an adversarial plan-critic (12 findings; the BLOCKER —
index-link leak into bundle_context via index_summary — closed by the
neutral label + a no-leak test). Honesty limits documented: promoted file
is minimal (signal as prose only), and the learning-key id means
same-candidate approvals share a filename (last-write-wins).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
The short loop captured the expert verdict inline into an in-memory store, so a
verdict arriving days/weeks later in a separate run could not influence any future
hypothesis (målbilde §5 row 7). Steg 7 adds the long timescale: run_project gains an
opt-in verdict_dir async inbox that load_verdicts_from_dir -> store.add MERGES into the
store BEFORE the Step-1 ExpeL fold, so a verdict dropped after an earlier run reaches a
separate, later run's hypothesis — fully resumable across runs separated in time.
- verdicts.py: verdict_to_dict / verdict_from_dict (id read verbatim, never re-minted),
write_verdict (public authoring primitive, NOT wired into run_project — system reads
the folder, expert/persona writes it, §3 role split), tolerant load_verdicts_from_dir
(missing/foreign/half-written files skipped, not raised — RAW layer per §10 R2),
VerdictStore.from_dir.
- run.py: verdict_dir kwarg; ingest-merge block after load_contracts (merge not replace
keeps run_portfolio's cross-project threading; store.add idempotent on content-hash id;
no change to the fold). CLI --bundle-dir/--verdict-dir thread the long loop to the
console entry. No auto-persist of the run's own captured verdict (outbox/Steg 8).
- Load-bearing PAIR (test_step7_async_loop_loadbearing.py): a verdict dropped after run A
must reach run B's prompt (run B uses a FRESH store -> the transfer is the file loop,
not in-memory carryover); empty-inbox control proves causality. Marker = a realization
value absent from the bundle (not the seed's 0.82). Proven RED on ingest detach.
Suite 138 -> 140 passed, 4 skipped; mypy + ruff check clean. Målbilde treated as frozen
(no §3/§5/§7 edit). Step 8 (gated wiki promotion) remains.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Closes gap #5 (maalbilde §5/§7): generate_via_llm's outer max_attempts loop
built the prompt ONCE and re-sent it identically — a BLIND retry. The validator's
per-attempt Rejection.reason was captured in `last` but never reached the next
prompt, so the proposer re-answered the same question with no knowledge of WHY
the prior candidate failed. Step 5 routes that reason into the next attempt.
- generate.py: _build_messages() gains prior_rejection; when set it appends a
revision block carrying ONLY the falsification reason verbatim (never the
rejected proposal JSON). None -> the byte-identical base prompt, so attempt 1
is unchanged. generate_via_llm() rebuilds messages inside the outer loop with
prior_rejection=`last` (None on attempt 1); _fetch_parsed() takes messages as
an explicit parameter. `last` is overwritten each round -> only the most-recent
falsification ("forrige"), never an accumulated history. Bound unchanged:
max_attempts + meter.tick_round (no new loop; §6 — "improve until good enough"
without a ceiling stays impossible).
- Scope honesty: the only per-attempt falsifier here is the validator. The
checker is a run-level, one-shot signal (run.py, before generation); seeding
generation with the checker critique is separately scoped and NOT done here.
The boundary is written into the generate_via_llm docstring + README + CLAUDE.
Load-bearing (maalbilde §7): tests/test_step5_refine_loadbearing.py is a PAIR —
the positive test keys the proposer's flip on the validator REASON PAYLOAD (the
rejected claim value, derived from validate_proposal(bad).reason so test and SUT
share one source of truth), and asserts the reason reached attempt 2's prompt
VERBATIM (the green-but-dead guard). It goes RED on detach (build messages once):
the flip token never arrives, so the outcome never flips AND the verbatim
assertion fails — proven double-red. The bounded control proves a never-fixed
proposer exhausts exactly max_attempts and returns a Rejection.
Adversarial Plan agent hardened the design pre-implementation (flip on payload
not wrapper/call-count; derive flip-key from the validator reason; drive through
generate_via_llm directly; docstring honesty). Suite 136->138 passed, 4 skipped;
mypy + ruff check clean. New test ruff-formatted; pre-existing ruff-format drift
(budget/verdicts/test_contracts) left untouched for a surgical diff.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Closes gap #3 (maalbilde §5): the GroupChat checker critiqued into the void —
output_from=[proposer] surfaced only the proposer, so an explicit checker
rejection was ignored and the deterministic validator was the sole gate. Two
falsifiers now act on the same candidate: the validator gates the NUMBERS
(blocking, unchanged), the checker gates the REASONING (maalbilde §2/§6).
- workflow.py: output_from=agents surfaces both participants; the checker
instruction ends with a VERDICT: APPROVE / VERDICT: REJECT - <reason> line.
- run.py: _authored_texts() reads author_name through out.messages (MAF 1.9.0
puts it there, not on the AgentResponse); _debate_text() now selects the
PROPOSER-authored output (fixes a latent texts[-1] regression that would feed
the checker's verdict to generation at even round counts); _checker_verdict()
parses the gate decision. An explicit REJECT overrides an otherwise-validated
outcome to a checker-sourced Rejection. Opt-in-reject (fail-open on a missing
marker). RunResult gains checker_verdict; provenance.validator_decision is
stamped from the validator outcome BEFORE the override, so it never conflates
the two falsifiers (provenance honesty).
Load-bearing (maalbilde §7): tests/test_checker_gate_loadbearing.py is a PAIR —
an explicit checker REJECT on a VALIDATOR-VALID proposal yields a Rejection whose
reason carries the checker's reason while validator_decision stays "validated";
the causality control (checker APPROVE, same proposer) validates normally. Proven
RED on BOTH detach points (revert output_from, or drop the override).
Suite 134->136 passed, 4 skipped; mypy + ruff check clean. Pre-existing
ruff-format drift (backends/budget/verdicts/test_contracts) left untouched for a
surgical diff.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Closes the honest Fase 2a limitation: docs_dir==bundle_dir let keyword
chunk-stuffing leak the verdict's realization rate ("0.82") into the debate /
generation prompt regardless of the ExpeL fold (it surfaced from both
verdict-led-fro.md AND golden.json). The realization signal now reaches the
hypothesis prompt ONLY via the gated ExpeL fold.
- okf.py: bundle_context() + Bundle.context_files render the navigated bundle
(index + frontmatter + cross-links) as the agent read-context, EXCLUDING
type: verdict (maalbilde §2/§4). Pure stdlib, still MAF-free.
- datasource.py: bundle_citations() derives first-class citations from the
navigated non-verdict files.
- run_project: on the bundle path context + citations + debate tools come from
navigation (tools=[]; navigation replaces query-time RAG); the road path keeps
chunk-stuffing unchanged.
Load-bearing (maalbilde §7): the marker is upgraded from the minted verdict id
to the realization signal itself. The empty-store control now asserts "0.82"
reaches NO prompt — RED against the pre-2b chunk-stuffing path, green after
navigation (TDD red->green). New okf-level test_bundle_context_excludes_verdict_layer
guards the seam directly.
Suite 133->134 passed, 4 skipped; mypy + ruff check clean. Reverted unrelated
ruff-format drift (backends/budget/verdicts/test_contracts) to keep the diff
surgical.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Cross-coordination with the marketplace OKF convention
(ktg-plugin-marketplace/catalog/docs/okf-second-brain/spec.md v0.1). The
bundle already passed the shared acceptance gate; the one spec MUST-gap was the
root index okf_version marker (spec §3). Added it.
Verified: `node catalog/scripts/okf-check.mjs <bundle>` -> okf_version: 0.1,
"OK: valid OKF bundle", exit 0. Bundle-consuming tests green (14).
Scope note (honest): portfolio-optimiser uses OKF for framework per-project
runtime knowledge, NOT the user "second brain" the marketplace convention is
scoped to. Same FORM (now conformant + gate-clean), different SCOPE. Two
recommended `resource` warnings left deliberately (spec §4 sanctions omission;
no canonical URI to assert without fabricating). The index.md frontmatter is a
known deviation from spec §6 (reserved index = no frontmatter) kept for now
because okf.py navigation classifies the index by its type.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Closes maalbilde §5 gap #1 (the one missing "feedback-into-prompt" dataflow)
for the OKF-bundle path. Before, ExpeL was computed AFTER generation into a
discarded SessionContext, so a prior verdict could not influence any hypothesis
(context_providers=0).
- New okf.py: framework-neutral OKF bundle navigation (index + frontmatter +
cross-links), pure stdlib, no agent_framework/mcp (D7-portable), enforced by
test_okf_is_maf_free.
- verdicts.py: seed_store_from_bundle + bundle_candidate_features build the
ExpeL substrate + the pre-hypothesis query key from a bundle.
- run_project(bundle_dir=...): folds the candidate's prior verdicts into the
generation context BEFORE generate_via_llm; the road path is unchanged.
Load-bearing (maalbilde §7): test_step1_expel_loadbearing proves a prior verdict
reaches the hypothesis prompt and goes RED when the fold is detached (shown via
TDD red->green). The marker is the minted verdict id (content hash) because
docs_dir==bundle_dir lets keyword chunk-stuffing leak the realization rate;
clean layer separation is Fase 2b.
Suite 121->133 passed; mypy + ruff check clean.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
CLAUDE.md loads every turn while working in this repo (776 always-loaded
tokens). The file is otherwise lean (project context + conventions +
workflow invariants, all kept). The one verbose block was the
"Linking to local files" section: a 3-bullet rule plus a "Why" paragraph
and a 2-line worked example with full absolute paths. Compressed to a
single sentence that keeps the rule (named markdown links, absolute paths,
one bullet per file) and the reason (bare file:// renders only the first
as clickable). 50→36 lines, 776→683 tok. Docs-only.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01683eAqVecv9VZfQzL8CQ9h
Persistent dev-fixture for energieffektivisering (energiledelse/M&V), valgt for
sin lærings-overflate: gapet mellom modellert besparelse (validatoren regner) og
faktisk realisert besparelse i drift (eksperten kjenner) — det ExpeL skal lære.
Ett kontorbygg, ett LED-retrofit-tiltak. OKF-bundle (index/project/hypothesis/
methodology/reference/verdict) bærer kontekst-laget; verdict-led-fro.md koder
realiseringsgraden (RR ≈ 0,82, forankret i National Grid SBS 2010) som ExpeL-frø.
Energi mappet inn i den EKSISTERENDE kost-IR-en uendret (affected = byggets totale
energikostnad, claimed = modellert besparelse ~10 % < 30 %-cap), så validatoren
kjører som-den-er — src/ urørt. golden.json fryser de seeded percentilene; testen
beviser at fixturen er konsumerbar (validerer, ikke Rejection), ikke bare til stede.
Domenetall verifisert mot primærkilder (EVO/IPMVP, DOE/NREL UMP, CPUC, fire
evalueringsstudier); norsk energipris mot SSB Q1 2026. README + shared/README
oppdatert (eksempel finnes, ikke lenger "planned"). Suite 121/4, ruff+mypy rene.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MHR8iKxJRxDiDfNw8HZmWE
Operatørens private Forgejo retter seg i praksis mot det norske markedet;
konseptnotatet er reader-facing for norske forretningslesere, så norsk gjør det
mer tilgjengelig. README (dev-facing shared-core-kontrakt) holdes engelsk inntil
videre.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019any9zfGNNwWJPX5Zq2QRz
First artifact in the framework-neutral shared core (R1 effectuated). CONCEPT.md
is a plain-language business description of the method for a non-specialist
audience; README.md documents the shared-core contract (consumed unchanged by
both the MAF impl and the future Claude Agents SDK sibling; extract to commons
repo via git subtree split when sibling work starts). English per the repo's
documentation-language convention + open-publish intent.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019any9zfGNNwWJPX5Zq2QRz
Nordstjerne fra design-samtale 2026-06-26. Konsoliderer: 8-stegs sverm-loop,
trelagsmodell (OKF-kontekst/output-inbox/promoteringsgate), to feedback-
tidsskalaer (kort synkron + lang fil-basert/gjenopptakbar), OKF/LLM-Wiki
datagrunnlag (web-verifisert mot Google knowledge-catalog), den samlende
diagnosen (tilbakemelding-inn-i-prompt-dataflyt mangler 3 steder), invarianter,
testbar "ferdig", delt eksempel for begge repo, fase-nedbrytning. 2 Mermaid-
diagrammer. STATE peker hit. R1 besluttet (shared/-dir nå). Domene lener mot
energieffektivisering (lærings-overflate > FinOps' for-deterministiske kjerne).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019any9zfGNNwWJPX5Zq2QRz
