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Feedback shown to learners should stay in the language they are practicing and be short enough to display cleanly in the
app. The corrected answer should also be the corrected version of the learner answer, ...
The prompt templates are easy to break when fields or router payloads change. We should have lightweight tests that
check the expected input variables and make sure the important prompt rules are still ...
The GenAI feedback should feel more consistent across writing and speaking exercises. It would help to make the prompts
clearer about how answers are judged, how scores are assigned, and what kind of feedback ...
Problem
The Metal parser still fails on a generated specialization-heavy declarator in project translation. The current MLX
full-corpus scout reports three target failures for fp_quantized.metal with: ...
Problem
The project scanner still reports macro.native diagnostics for Metal #mode directives after the latest native macro
classification work. In the current MLX full-corpus scout, 27 warnings remain ...
Desktop app is ahead of the v2026.6.5 tag — main branch has commits from 2026-06-11. Bump HERMES_AGENT_REF from
v2026.6.5 to main in paperclip/Dockerfile.hermes-base so the server tracks the same build ...
type:task
The function returns the wrong value for any nonzero divisor because return a / (b + 1) is incorrect.
Acceptance:
- divide(6, 2) == 3
- divide-by-zero raises ZeroDivisionError
agent
- The new python implementation intentionally returns 404 (HTTPstatus.NOT_FOUND) for run not found and run trace not
found as compared PHP API which retuns 412 (PRECONDITION_FAILED)
- But this ...
Howard s roadmap request (Lark, 2026-06-11): the dashboard should expose the agent s internal memory directory
(~/zylos/memory/) — viewing first, read/write editing as the follow-up.
Phase 1 — read-only ...
Parent #519. Builds on 13.A/13.B (#521/#522). Turns the enforcement counters into per-device intelligence.
Goal
Attribute each blacklist drop / DoH-bypass attempt to the DEVICE that made it (via DHCP ...
security

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