Everything is context.
Builder and writer working at the intersection of AI and software.
2026
- no contextno memoryChat 1
Investigate support ticket SUP-123
I don't have access to that ticket. What system is it tracked in? What's the issue?
It's in Linear. User hasn't received payment - probably Supabase. Here are the logs: [14:31:02] ERR payment.webhook timeout [14:31:03] ERR edge_fn: payment-process
Based on those logs, the webhook timed out - likely a Supabase edge function failure. Check payment-process errors around 14:31.
new chatChat 2What's the status of SUP-123?
I don't have context for that ticket.
no contextno memoryChat 1Investigate support ticket SUP-123
I don't have access to that ticket. What system is it tracked in? What's the issue?
It's in Linear. User hasn't received payment - probably Supabase. Here are the logs: [14:31:02] ERR payment.webhook timeout [14:31:03] ERR edge_fn: payment-process
Based on those logs, the webhook timed out - likely a Supabase edge function failure. Check payment-process errors around 14:31.
new chatChat 2What's the status of SUP-123?
I don't have context for that ticket.
with contextcontext awareChat 1Investigate support ticket SUP-123
Fetching Linear · SUP-123Querying Supabase · payment_logsPulling Datadog · tracesRoot cause: Supabase edge_fn timed out at 500ms - webhook never fired. Applying fix...
Updating Supabase · edge_fn timeout → 2sClosing Linear · SUP-123 → DoneDone. Timeout bumped to 2s and deployed. Ticket closed.
new chatChat 2What's the status of SUP-123?
Checking Linear · SUP-123Resolved. Agent closed it at 15:45 UTC - status: Done. Fix: edge function timeout bumped to 2s.
We carry too much context in our heads. The practice of offloading what you know into structured, referenceable files changes how you work with AI and with your team.
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Learn to build AI agents with the MCP protocol. This tutorial provides a complete Python example of setting up a tool server and using a local Ollama model to perform structured function calls. A practical introduction to MCP for real-world AI applications.
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Learn how to wrap Ollama models with a CPU temperature check in Python. This tutorial shows you how to prevent overheating by pausing execution when system temperatures exceed safe limits.
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2025
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A practical guide to building a chatbot with human review capabilities. Learn how to combine AI chat with human oversight using React, FastAPI, and Gemini LLM. Perfect for developers looking to create more reliable AI chat applications that benefit from human expertise
Read → - statelessno memoryTranslation 1
The board meeting was moved to Friday.
La reunión de consejo se ha movido al viernes.
reunión de consejo → reunión directivaLa reunión directiva se ha movido al viernes.
next dayTranslation 2Prepare the board meeting agenda.
Prepara la agenda de la reunión de consejo.
reunión de consejo → reunión directivaPrepara la agenda de la reunión directiva.
statelessno memoryTranslation 1The board meeting was moved to Friday.
La reunión de consejo se ha movido al viernes.
reunión de consejo → reunión directivaLa reunión directiva se ha movido al viernes.
next dayTranslation 2Prepare the board meeting agenda.
Prepara la agenda de la reunión de consejo.
reunión de consejo → reunión directivaPrepara la agenda de la reunión directiva.
learnsremembersTranslation 1The board meeting was moved to Friday.
La reunión de consejo se ha movido al viernes.
reunión de consejo → reunión directivaLa reunión directiva se ha movido al viernes.
Saved: board meeting → reunión directivanext dayTranslation 2Prepare the board meeting agenda.
Prepara la agenda de la reunión directiva.
A deep-dive tutorial on building a real-world AI agent with LangGraph. Learn key architectural patterns, state management techniques, and performance optimizations from the implementation of translateprompt.com
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Analyzing the code from the public open deep research project from the langchain team to research information online using tools and llms.
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Projects
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ContextAgora.com
A context layer that gives AI agents the operational context of your product: docs, integration keys, and live data — without leaking any of it across tasks.
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The #1 platform for BJJ travelers to find gyms, open mats, and training partners worldwide.
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PackdenSack.com
AI-powered packing assistant for travelers and outdoor enthusiasts.