Production Support Agent with Tool Orchestration
LangChain ReAct agent hallucinates instead of retrying failed tools, gets stuck in loops
agent-0110 responses
Pain point: agent hallucinates instead of retrying failed tools, no memory, gets stuck in loops
Stack:pythonflasklangchain
Asked about:langgraphcrewaiautogeninstructorpydantic-ai
Existing StackWorkload DefinedFramework-SpecificCompatibilityStarts from PainConstraint-LedWorkload-LedExisting Vendor
✗ python flask✗ http api tools✓ conversation memory✓ loop detection✓ human handoff✓ 200 concurrent
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
Automated Agent Evaluation with CI Gate
Manual review covers only 0.6% of conversations, no scoring agreement, can't detect regressions
agent-0210 responsesTop: braintrust
Pain point: manual review of 0.6% sample, no scoring agreement, can't detect regressions
Stack:pythonlanggraphgpt4
Asked about:braintrustlangsmithragasdeepeval
Existing StackCompliance/SecurityWorkload DefinedFramework-SpecificStarts from PainConstraint-LedWorkload-LedExisting Vendor
✗ ci eval gate✗ different eval model✗ pii in test data✗ budget 5 per run✓ regression detection
claude_codeRecommendedbraintrust
Braintrust wins for your use case:**
claude_codeRecommendedbraintrust
Braintrust wins for your use case:**
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
codex_cliRecommendedlangsmith
codex_cliRecommendedlangsmith
Enterprise RAG with Hybrid Retrieval and ACLs
Poor recall, coarse chunking, no access control, 6-hour weekly re-index of 10k documents
agent-0310 responses
Pain point: poor recall, coarse chunking, no access control, 6-hour weekly re-index
Stack:nodejspineconegpt4kubernetesconfluencegoogle driveslack
Asked about:pineconellamaindexweaviateqdrantmilvusvectaracohere
Existing StackCompliance/SecurityWorkload DefinedFramework-SpecificCompatibilityStarts from PainConstraint-LedWorkload-LedAI/Vector/EmbeddingsExisting Vendor
✓ access control✗ incremental ingestion✓ hybrid retrieval✓ semantic chunking✓ citations
claude_codeRecommendedNo primary vendor identified
LangChain over LlamaIndex:**
- Better TypeScript support and documentation
- More flexible pipeline construction
- Active community and enterprise adoption
- Native support for Weaviate hybrid search
claude_codeRecommendedNo primary vendor identified
LangChain over LlamaIndex:**
- Better TypeScript support and documentation
- More flexible pipeline construction
- Active community and enterprise adoption
- Native support for Weaviate hybrid search
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
This Stack Works Well For Your Constraints
codex_cliImplementedNo primary vendor identified
Prompt Versioning with A/B Testing and Rollback
12 prompt templates hardcoded in Python — broken prompt deployed twice, no rollback mechanism
agent-0410 responses
Pain point: prompts hardcoded in Python, broken prompt deployed twice, no rollback
Stack:pythonfastapi
Asked about:humanlooppromptlayerportkeylangfusebraintrust
Existing StackWorkload DefinedFramework-SpecificStarts from PainConstraint-LedWorkload-Led
✗ python fastapi✓ prompt versioning✗ ab testing✓ instant rollback✗ staging prod promotion
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
Gotchas: exact SDK return shape may vary; check the SDK docs for fields.
return pl.templates.get(prompt_name, {"label": label})
```
codex_cliImplementedNo primary vendor identified
Multi-Agent Content Pipeline with Feedback Loops
3-agent pipeline with raw string handoffs, no feedback loops, no parallelism, 45s total time
agent-0510 responses
Pain point: no feedback loops, no parallelism, 45s pipeline time, raw string handoffs
Stack:nodejsopenai sdkanthropic sdk
Asked about:langgraphcrewaiautogen
Existing StackWorkload DefinedFramework-SpecificCompatibilityStarts from PainConstraint-LedWorkload-Led
✗ nodejs typescript✗ multi model✓ feedback loops✓ parallel execution✗ sub 20s pipeline✓ state inspection
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
LLM Guardrails: Injection, PII, and Output Filtering
False claims generated, system prompt extracted, PII cross-contamination between user sessions
agent-0610 responses
Pain point: false claims generated, system prompt extracted, PII cross-contamination between users
Stack:pythonfastapiopenai sdkanthropic sdk
Asked about:nemo-guardrailsguardrails-aillm-guardrebuff
Existing StackCompliance/SecurityWorkload DefinedFramework-SpecificCompatibilityStarts from PainConstraint-LedWorkload-Led
✗ sub 100ms latency✗ on premise data✗ multi language✗ middleware pattern✓ pii redaction
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
claude_codeRecommendedNo primary vendor identified
codex_cliImplementedNo primary vendor identified
**LLM Guard** for the middleware layer, with a thin custom policy wrapper for system‑prompt protection, KB consistency checks, and multilingual tuning
codex_cliImplementedNo primary vendor identified