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<!--
Search Anchor:
devtools code ai
code assistant guardrails
ide copilot instability
ide chat unstable answers
code ai drift
long refactor drift
refactor 40 steps drift
copilot wrong answer
copilot hallucination code
cursor wrong refactor
cursor agent loop
sourcegraph cody wrong citation
cody codebase context wrong
vscode copilot chat json broken
copilot chat tool call broken
codeium json mode prose
tabnine inconsistent answers
aws codewhisperer drift
jetbrains ai assistant unstable
ide tool calls stall
tool call retry loop after edit
tool protocol schema drift
broken json output
expects json gets plaintext
wrong citations in code answers
cites wrong file wrong line
snippet id missing
offsets tokens missing
traceability layer missing
retrieval traceability codebase
data contracts for tool outputs
schema lock for copilots
context drift across tabs
answers flip across sessions
entropy collapse long session
prompt injection in ide chat
policy bypass in code assistant
jailbreak devtools assistant
embedding vs semantic mismatch
high similarity wrong meaning
metric mismatch in code search
vectorstore fragmentation codebase
hybrid retriever worse than single
query parsing split
reranker misweighted
multi agent handoff stall
role drift in code agents
agent memory collision
memory namespace split
agent loop guard max steps
Tools in this folder:
github copilot -> DevTools_CodeAI/github_copilot.md
cursor -> DevTools_CodeAI/cursor.md
sourcegraph cody -> DevTools_CodeAI/sourcegraph_cody.md
vscode copilot chat -> DevTools_CodeAI/vscode_copilot_chat.md
codeium -> DevTools_CodeAI/codeium.md
tabnine -> DevTools_CodeAI/tabnine.md
aws codewhisperer -> DevTools_CodeAI/aws_codewhisperer.md
jetbrains ai assistant -> DevTools_CodeAI/jetbrains_ai_assistant.md
Fast routing by symptom:
wrong meaning high similarity -> ProblemMap/embedding-vs-semantic.md
citations do not line up -> ProblemMap/retrieval-traceability.md + ProblemMap/data-contracts.md
answers flip between sessions -> ProblemMap/context-drift.md + ProblemMap/entropy-collapse.md
json mode breaks prose returned -> ProblemMap/logic-collapse.md + ProblemMap/prompt-injection.md
tool handoff stalls role drift -> ProblemMap/Multi-Agent_Problems.md + ProblemMap/multi-agent-chaos/role-drift.md
hybrid retriever worse -> ProblemMap/patterns/pattern_query_parsing_split.md + ProblemMap/rerankers.md
Incident keywords:
ide chat incident
copilot incident
cursor incident
cody incident
json schema incident
traceability incident
retrieval drift incident
context drift incident
role drift incident
-->
# DevTools · Code AI — Global Fix Map
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