pieces

[SUGGESTED_QUERY] LangSmith prompt management interface

[Web Browser Content] skill-retrieval-accuracy All Versions + Evaluator + Experiment Experiments Examples Evaluators Pairwise Experiments Home Datasets & Experiments Search by name... Filters Splits Repetitions Latency P50 P99 exact_match exact_match string_contains Experiment Title Created At Tokens Input Output P50 Latency P99 Latency 5/14/2026 Page 1 Show 10 Set up a Pairwise Experiment: Directly compare outputs from multiple experiments Docs Pairwise Experiments

[SUGGESTED_QUERY] pairwise experiment comparison LangSmith

[SUGGESTED_QUERY] model evaluation metrics LangSmith dashboard

[SUGGESTED_QUERY] LangSmith skill-retrieval-accuracy experiment results

Tag: skill-retrieval Source: CLOUD_LLM

Website: https://smith.langchain.com/o/33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1/datasets/acc2b991-2da4-4a2f-99b7-d2812e3f6248?tab=3&paginationState=%7B%22pageIndex%22%3A0%2C%22pageSize%22%3A10%7D

Website: https://smith.langchain.com/o/33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1/datasets/acc2b991-2da4-4a2f-99b7-d2812e3f6248?tab=3

Website: https://smith.langchain.com/o/33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1/datasets/acc2b991-2da4-4a2f-99b7-d2812e3f6248?tab=2

Website: https://smith.langchain.com/o/33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1/datasets/acc2b991-2da4-4a2f-99b7-d2812e3f6248?tab=1

Website: https://smith.langchain.com/prompts?organizationId=33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1

Website: https://smith.langchain.com/o/33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1/annotation-queues

Screen: k LangSmith /33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1 Welcome to LangSmith Get started with Tracing Set up tracing with a pre-built ReAct agent 7 Debug and iterate in Studio Visualize your graph architecture and test in real-time 7 Try out the Playground Test different prompts and models 7 cjcjcjcj Run an Experiment Measure app performance and ensure reliability 7 Application e All applications Q Search Home Ctrl K Tracing Monitoring Datasets & Experiments Evaluators Tracing Last 7 Days Error Rate P50 Latency D Prompts O Playground Studio 530.19s 5.81s ö 989.36s 5.81s ö 0.04s merlino-agents 5.67S g Deployments Sandboxes Datasets & Experiments Last Experiment skill-retrieval-accuracy agent-routing-correctness sop-mcp-search-relevance Tests whether the merlino-sops unified M... k Personal - Lang

Website: https://smith/

[SUGGESTED_QUERY] LangSmith agent routing correctness testing

[SUGGESTED_QUERY] merlino-agents performance metrics

[SUGGESTED_QUERY] LangSmith datasets and experiments overview

Website: https://smith.langchain.com/o/33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1/datasets/acc2b991-2da4-4a2f-99b7-d2812e3f6248

Tag: data-science Source: CLOUD_LLM

[Web Browser Content] Supermemory Console RankingReels — Full Gallery Creatify - RankReel Boost Battery Storage — Tesla Pov Translation Bridge LangSmith Ask Gemini Workspace mike@merlinomarketin.com You don't have access to the requested workspace Switch to an organization you have access to: Personal DEVELOPER No Access You don't belong to any organization. Please contact your administrator or check your pending invitations.

[SUGGESTED_QUERY] troubleshoot LangSmith organization access for Mike

[SUGGESTED_QUERY] LangSmith project merlino-agents access issues

[SUGGESTED_QUERY] LangSmith access denied workspace error

[Command-Line Output] Goal: Wiring LangSmith into your memory ecosystem. Status: Live and verified. Next action: Saving the LangSmith gotcha to memory. Captured: Wrote C:\Users\mtkem\.claude\projects\D--ClaudeDev\memory\reference_langsmith-tenant-id-required.md Captured: Edited C:\Users\mtkem\.claude\projects\D--ClaudeDev\memory\MEMORY.md: added: LangSmith, Tenant, Required DeepAgents Options: 1. Pilot inside merlino-audit-engine/ — replace hand-rolled orchestration with create_deep_agent(), run on cron, auto-trace to LangSmith. 2. Wire into the eval hub as the agent-under-test for nightly skill/SOP evals. 3. Skip — stay on Claude Code + raw Anthropic SDK. Critical finding: Keys are org-scoped and 403 without X-Tenant-Id: 33bf9a6d-fcb8-4f7d-bc91-6ef2e34e4df1. All files now pass this header explicitly. LangSmith wire-up complete. Final state: - Track 1: agent-memory observability (Live) - Track 2: Fleet subagent tracing (Live) - Track 3: Eval + dataset hub (Live)

[SUGGESTED_QUERY] Claude Code memory ecosystem and agent tracing

[SUGGESTED_QUERY] DeepAgents framework evaluation for Python orchestration

[SUGGESTED_QUERY] LangSmith integration and tenant-ID authentication

Website: https://smith.langchain.com/o/51fb187e-45ff-41ae-bd20-57788476b7a5/projects/p/merlino-agents/r/95a1eb8d-f53f-4aed-94f5-8a9d900c2d48

Website: https://smith.langchain.com/o/51fb187e-45ff-41ae-bd20-57788476b7a5/projects/p/merlino-agents/r/019e2894-d220-78e3-af76-6f1d9eefd0db

Tag: python-automation Source: CLOUD_LLM

[Web Browser Content] Supermemory Console RankingReels — Full Gallery Creatify - RankReel Boost Battery Storage — Tesla Pc Translation Bridge Switch Loading.. Ask Gemini Work smith.langchain.com/o/51fb187e-45ff-410e-bd20-57788476b7a5/projects/p/merlino-agents/r/019e2894-d220-78e

[SUGGESTED_QUERY] LangSmith project run details

[SUGGESTED_QUERY] AI agent development project tracking

[SUGGESTED_QUERY] LangChain merlino-agents project dashboard

Website: https://smith.langchain.com/o/51fb187e-45ff-410e-bd20-57788476b7a5/projects/p/merlino-agents/r/019e2894-d220-78e

[Command-Line Output] [honcho] recap: Built and deployed the CrewAI SOP site (249 pages, RAG chat live at https://crewai-sop.vercel.app) and asked whether to ingest merlino-sops MCP or build narrow skills. Next: your call on MCP vs skills. Then — If you find yourself repeatedly asking "how should I structure this agentic flow?" that's the trigger to write a skill. The skill teaches judgment (when to use Flow vs raw Crew, when to use Skills vs Tools vs Knowledge). The MCP delivers facts (Flow API signature, agent attributes, deployment env vars). Concrete next steps if you agree: 1. Add CrewAI corpus to merlino-sops MCP (chunked from the 249 .md files already on disk + the vector store you just made) 2. Defer skill creation until you've used the MCP for NIO queries and notice repeat patterns 3. Then /t2s a focused skill on those patterns — using your actual usage as the source, not the docs. Want me to wire CrewAI into merlino-sops now? Or run /t2s against a specific CrewAI page (e.g. the agentic-workflow patterns page) if you've already decided you want a skill?

[SUGGESTED_QUERY] CrewAI SOP site RAG chat deployment

[SUGGESTED_QUERY] MCP vs narrow skills for agentic workflows

[SUGGESTED_QUERY] CrewAI integration into merlino-sops MCP

[SUGGESTED_QUERY] wiring CrewAI into existing workflows

[SUGGESTED_QUERY] merlino-sops project configuration

[SUGGESTED_QUERY] CrewAI integration with merlino-sops

Want me to wire CrewAI into merlino-sops now

[Command-Line Output] Ranking Reels [honcho] user-prompt UserPromptSubmtt says: That's a strategy question — answering directly before running /t2s. Recommendation: add the whole site to the unified merlino-sops MCP as a new crewai scope. Skip granular skills for now. Approach: Whole site MCP vs Narrow skills. - Whole site MCP: Any agent can look up anything CrewAI on demand. Good for general knowledge. - Narrow skills: Cheap default behavior Claude adopts every session. Good for opinionated patterns. Your established pattern is ONE unified MCP with category filters (merlino-sops). CrewAI fits as another category inside it. If you find yourself repeatedly asking "how should I structure this agentic flow?" that's the trigger to write a skill. Concrete next steps: 1. Add CrewAI corpus to merlino-sops MCP (chunked from the 249 .md files). 2. Defer skill creation until you've used the MCP for NIO queries and notice repeat patterns. 3. Then /t2s a focused skill on those patterns using your actual usage as the source. [honcho] response -4 saved response Stop says: Worked for 32s. Recap: Built and deployed the CrewAI SOP site (249 pages, RAG chat live at https://crewai-sop.vercel.app) and asked whether to ingest the corpus into the unified merlino-sops MCP or build narrow skills.

[SUGGESTED_QUERY] how to structure agentic flow documentation

[SUGGESTED_QUERY] merlino-sops MCP configuration for agentic workflows

[SUGGESTED_QUERY] CrewAI documentation integration strategy MCP vs skills

Tag: automation-strategy Source: CLOUD_LLM

Executed a global UI refactor for North Valley Solar Power, completed critical technical deployments and funnel integration for Ranking Reels, and enhanced the Translation Bridge sales interface. Simultaneously managed operational costs by adjusting AI service subscriptions while overseeing infrastructure maintenance, API monitoring, and SEO strategy development.

### **TLDR** This session was characterized by high-volume technical deployments and infrastructure optimization across several core projects. Key accomplishments included the global refactor of the North Valley Solar Power site (189 routes), the deployment and UI hardening of Translation Bridge, and production-level fixes for the Ranking Reels gallery. Significant effort was also directed toward managing third-party AI service costs, specifically downgrading Creatify subscriptions and auditing Supermemory usage. Operational coordination via WhatsApp and Facebook focused on SEO fulfillment and managing access to shared technical assets. ### **Core Tasks & Projects** **Ranking Reels Development & Funnel Deployment** - Deployed a production fix for the login form and verified that client-side hydration is working correctly. - Conducted a live audit of available routes, confirming functionality for `/login`, `/videos`, `/avatars`, `/picks`, `/used`, and `/discover`. - Identified and addressed a build cache issue where the Vercel deployment served old code; forced a no-cache rebuild to ensure local fixes were applied. - Cloned the "VSL Queen" funnel into the Ranking Reels HighLevel (GHL) sub-account, successfully deploying 6 tags (e.g., `rr-growth`, `discovery-call-booked`), 3 custom values, and 4 application form fields via API. - Investigated a `TypeError: fetch failed` error occurring during avatar pick updates, noting that unauthorized users must visit `/login` first. **North Valley Solar Power (NVSP) Rebuild** - Executed a fleet-wide UI refactor, removing "blue-gradient heroes" from 21 sections including the areas hub, blog hub, and FAQ. - Globalized the `StickyBars` component by moving it to `app/layout.tsx`, ensuring consistent coverage across all 189 routes. - Stripped duplicate `Nav`, `Footer`, and `StickyBars` imports from 14 files to prevent double-renders and optimize build performance. - Implemented strict image quality standards, mandating that "before and after" photos must show roof-mounted solar panels rather than yard installations to match local architectural styles. - Integrated city-specific Wikipedia imagery as the primary header for location pages, starting with Sacramento. **Translation Bridge Technical Updates** - Fixed a persistent dark-mode bug where system-level preferences were overriding local storage; the site now defaults to a light theme for all first-time visitors. - Enhanced the sales page UI with a hero animation featuring animated beams and a logo marquee showcasing supported builders like Elementor, Divi, Gutenberg, and Bricks. - Deployed the API and WordPress-publish endpoint to Railway, accessible via the custom domain `translate.merlinoai.com`. - Refined the "Founders" copy to emphasize the project's independence from VC funding and its focus on WordPress-native expertise. **Creatify Platform & API Management** - Managed the transition of API subscriptions, moving from the "API Pro" plan ($299/mo) to the "API Starter" plan ($99/mo) for the next billing cycle. - Configured the "Ranking Reels" product profile within the Creatify Ad Flow, establishing the business category and description for AI-powered local SEO services. - Reviewed Asset Generator API documentation to evaluate pricing for specific models, such as `flux-pro` and `bria/expand`. - Provided direct feedback during the subscription management process regarding perceived value and service transparency. ### **Key Discussions & Decisions** **Infrastructure & Knowledge Operations** - Monitored the status of the Claude API and Console, noting elevated error rates on the Opus 4.7 model and partial outages across the platform. - Discussed Supermemory usage with support (Mahesh), noting that 98% of the usage limit had been reached (3.8M tokens) and requested a call to estimate costs for a "Spielberg" agent memory setup. - Coordinated with Martina Villa via WhatsApp to resolve webmail access issues; confirmed that the main account remains `michael@ezmoneywealthsystems.com` to prevent data loss in "Friender." - Addressed "Messenger Magic" service interruptions with Brian Kato, identifying a blocked OpenRouter key as the cause and discussing auto-top-up options. **SEO & Social Strategy** - Reviewed Facebook Professional Dashboard metrics, tracking 99,965 views and 8,921 engagements over the last 28 days. - Engaged with followers regarding the implementation of "hooks" in SEO slide decks, confirming they can serve as effective pre-action checks. - Decided to prioritize "Entity Signal Amplification" and "Google Authority Stacking" as core strategies for upcoming client rollouts. ### **Resources Reviewed** - **Documentation:** [Creatify Asset Generator API Reference](https://docs.creatify.ai/api-reference/ai-generation/get-ai-generation) - **Deployment Log:** [Ranking Reels Funnel Deployment Log](file:///D:/ClaudeDev/@@_GITHUB/_working-on/Tools/VIDEO-TOOLS/ranking-reels/review-dashboard/result.json) - **Webpage:** [Sacramento, California - Wikipedia](https://en.wikipedia.org/wiki/Sacramento,_California) - **Technical Guide:** [GHL Funnel Build Guide](file:///D:/ClaudeDev/00_GITHUB/_working-on/vslqueen-funnel-clone/build/ghl-funnel-build-guide.md) - **Status Page:** [Claude Service Status](https://status.claude.com) - **Project Root:** `D:\Ecosystem\agent-memory\agents\spielberg\MEMORY.md` (Spielberg Canonical Memory) - **Live Site:** [NVSP Rebuild Staging](https://nvsp-rebuild.vercel.app) - **Live Site:** [Translation Bridge Sales Page](https://translation-bridge-sales.vercel.app) ### **Next Steps** - **Translation Bridge:** Implement the POST functionality for the email CTA form and set the `DEVTB_API_KEY` environment variable in Railway. - **NVSP:** Conduct a cleanup pass to strip redundant `ScrollInit` imports from individual pages now that it is global in the layout. - **Ranking Reels:** Execute a batch run for GMB targets once the production spec is locked to utilize remaining Creatify credits before expiration. - **Infrastructure:** Finalize the top-up of OpenRouter credits to restore Messenger Magic functionality. - **Content:** Complete the remaining 13 public reels required to meet the weekly progress goal on the Facebook Professional Dashboard.