toasterson/akh-medu
Watch
1
0
Fork
You've already forked akh-medu
 0
Code Issues 10 Pull requests 22 Projects Releases 2 Packages Wiki Activity Actions 7

WIP: P26.5 — Wire the neural bridge into the inference/NLU pipeline alongside symbolic reasoning #319

Draft
toasterson wants to merge 5 commits from claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in into main
pull from: claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
merge into: toasterson:main
Conversation 0 Commits 5 Files changed 2 +569 -7
toasterson commented 2026-08-18 19:50:54 +00:00
Owner
Copy link

Anima work item 019f90cc-681d-70f0-a2f5-e82ef8c9f78e.

Final slice of the re-scoped Phase 26 — makes the bridge actually load-bearing. Depends on P26.2 and P26.4.

Deliverable: the inference/NLU path consumes neural concept vectors from the encoder alongside symbolic reasoning, so the KG core can see what the LLM is engaging with — the stated point of the whole phase (hallucination detection, generation steering).

Acceptance:

  • An end-to-end path: prompt → inference → hidden states → HyperVec → concept identification surfaced to the reasoning core, demonstrated on a worked example.
  • At least one concrete consumer that does something with the signal (e.g. flags a generated claim whose concepts have no KG support). A bridge nothing reads is not integration.
  • Degrades safely: if the encoder is unavailable or the backend lacks hidden-state support, inference still works on the symbolic path alone. Do NOT let this become a hard dependency that can take inference down.

Scope guard: this slice does NOT implement hallucination correction or generation steering — only exposing the signal and one consumer. Steering is downstream phase work; keep it out or this becomes another 120-session item.

Unblocks: Phase 27 (TrainingVerifier uses the bridge), Phase 28 (akh router), Phase 32/33.

⚠ akh-medu repo. Ignore inherited Anima paths.

Anima work item `019f90cc-681d-70f0-a2f5-e82ef8c9f78e`. Final slice of the re-scoped Phase 26 — makes the bridge actually load-bearing. **Depends on P26.2 and P26.4.** **Deliverable:** the inference/NLU path consumes neural concept vectors from the encoder alongside symbolic reasoning, so the KG core can see what the LLM is engaging with — the stated point of the whole phase (hallucination detection, generation steering). **Acceptance:** - An end-to-end path: prompt → inference → hidden states → HyperVec → concept identification surfaced to the reasoning core, demonstrated on a worked example. - At least one concrete consumer that does something with the signal (e.g. flags a generated claim whose concepts have no KG support). A bridge nothing reads is not integration. - Degrades safely: if the encoder is unavailable or the backend lacks hidden-state support, inference still works on the symbolic path alone. Do NOT let this become a hard dependency that can take inference down. **Scope guard:** this slice does NOT implement hallucination *correction* or generation steering — only exposing the signal and one consumer. Steering is downstream phase work; keep it out or this becomes another 120-session item. **Unblocks:** Phase 27 (`TrainingVerifier` uses the bridge), Phase 28 (akh router), Phase 32/33. ⚠ akh-medu repo. Ignore inherited Anima paths.
P26.5 — Wire the neural bridge into the inference/NLU pipeline alongside symbolic reasoning
Some checks failed
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / check-seshat (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
9d23269ea6 
Anima implementation session.
P26.5 — Wire the neural bridge into the inference/NLU pipeline alongside symbolic reasoning
Some checks failed
CI / publish-chart (pull_request) Failing after 2h3m29s
Details
eval-smoke / eval-smoke (pull_request) Failing after 2h3m29s
Details
CI / test-akh-medu (pull_request) Failing after 2h3m35s
Details
CI / check-seshat (pull_request) Failing after 2h4m26s
Details
CI / docker-seshd (pull_request) Failing after 2h4m26s
Details
CI / check-akh-medu (pull_request) Failing after 2h4m30s
Details
84eb2bd11a 
Anima implementation session.
P26.5 — Wire the neural bridge into the inference/NLU pipeline alongside symbolic reasoning
Some checks failed
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / check-seshat (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
eab0a9e75e 
Anima implementation session.
P26.5 — Wire the neural bridge into the inference/NLU pipeline alongside symbolic reasoning
Some checks failed
CI / test-akh-medu (pull_request) Failing after 2h3m16s
Details
CI / check-seshat (pull_request) Failing after 2h3m20s
Details
CI / check-akh-medu (pull_request) Failing after 2h4m6s
Details
CI / publish-chart (pull_request) Failing after 2h4m7s
Details
eval-smoke / eval-smoke (pull_request) Failing after 2h4m8s
Details
CI / docker-seshd (pull_request) Failing after 2h4m12s
Details
1aef6ab8dc 
Anima implementation session.
P26.5 — Wire the neural bridge into the inference/NLU pipeline alongside symbolic reasoning
Some checks failed
CI / docker-seshd (pull_request) Failing after 2h1m16s
Details
CI / test-akh-medu (pull_request) Failing after 2h1m23s
Details
CI / check-akh-medu (pull_request) Failing after 2h2m11s
Details
CI / publish-chart (pull_request) Failing after 2h2m14s
Details
eval-smoke / eval-smoke (pull_request) Failing after 2h12m21s
Details
CI / check-seshat (pull_request) Failing after 2h12m28s
Details
5e4349530e 
Anima implementation session.
toasterson force-pushed claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in from 5e4349530e
Some checks failed
CI / docker-seshd (pull_request) Failing after 2h1m16s
Details
CI / test-akh-medu (pull_request) Failing after 2h1m23s
Details
CI / check-akh-medu (pull_request) Failing after 2h2m11s
Details
CI / publish-chart (pull_request) Failing after 2h2m14s
Details
eval-smoke / eval-smoke (pull_request) Failing after 2h12m21s
Details
CI / check-seshat (pull_request) Failing after 2h12m28s
Details
to 4ade63bd66
Some checks failed
CI / check-seshat (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
2026-08-19 18:05:33 +00:00 Compare
toasterson force-pushed claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in from 4ade63bd66
Some checks failed
CI / check-seshat (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
to 23a46d1f56
Some checks failed
CI / check-seshat (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
2026-08-19 19:38:02 +00:00 Compare
toasterson force-pushed claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in from 23a46d1f56
Some checks failed
CI / check-seshat (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
to c17d644fe4
Some checks failed
CI / check-seshat (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
2026-08-19 20:24:28 +00:00 Compare
toasterson force-pushed claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in from c17d644fe4
Some checks failed
CI / check-seshat (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
to 4bd49fb91f
Some checks failed
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / check-seshat (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
2026-08-19 20:55:16 +00:00 Compare
toasterson force-pushed claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in from 4bd49fb91f
Some checks failed
eval-smoke / eval-smoke (pull_request) Has been cancelled
Details
CI / check-akh-medu (pull_request) Has been cancelled
Details
CI / test-akh-medu (pull_request) Has been cancelled
Details
CI / docker-seshd (pull_request) Has been cancelled
Details
CI / check-seshat (pull_request) Has been cancelled
Details
CI / publish-chart (pull_request) Has been cancelled
Details
to 597ce46211
Some checks are pending
CI / check-seshat (pull_request) Waiting to run
Details
CI / check-akh-medu (pull_request) Waiting to run
Details
CI / test-akh-medu (pull_request) Waiting to run
Details
CI / docker-seshd (pull_request) Waiting to run
Details
CI / publish-chart (pull_request) Waiting to run
Details
eval-smoke / eval-smoke (pull_request) Waiting to run
Details
2026-08-19 21:45:36 +00:00 Compare
Some checks are pending
CI / check-seshat (pull_request) Waiting to run
Details
CI / check-akh-medu (pull_request) Waiting to run
Details
CI / test-akh-medu (pull_request) Waiting to run
Details
CI / docker-seshd (pull_request) Waiting to run
Details
CI / publish-chart (pull_request) Waiting to run
Details
eval-smoke / eval-smoke (pull_request) Waiting to run
Details
This pull request is marked as a work in progress.
This branch is out-of-date with the base branch
View command line instructions

Checkout

From your project repository, check out a new branch and test the changes.
git fetch -u origin claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in:claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git switch claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in

Merge

Merge the changes and update on Forgejo.

Warning: The "Autodetect manual merge" setting is not enabled for this repository, you will have to mark this pull request as manually merged afterwards.

git switch main
git merge --no-ff claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git switch claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git rebase main
git switch main
git merge --ff-only claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git switch claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git rebase main
git switch main
git merge --no-ff claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git switch main
git merge --squash claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git switch main
git merge --ff-only claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git switch main
git merge claude/wi-019f90cc-p26-5-wire-the-neural-bridge-into-the-in
git push origin main
Sign in to join this conversation.
Reviewers
No reviewers
Labels
Clear labels
No items
No labels
Milestone
Clear milestone
No items
No milestone
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
1 participant
Notifications
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Dependencies

No dependencies set

Reference
toasterson/akh-medu!319
No description provided.