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Jackson Ly

Solo founder building recal: a local-first Mac assistant that does your busywork on-device, 0 bytes leave your machine. It proposes, you approve. Building in public. recal.so

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Refreshing a token I did not own logged our account out
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Refreshing a token I did not own logged our account out

#api #oauth #debugging #webdev
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4 min read

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A 200 response is not a page, and your policy check is grepping an empty shell
jacksonxly profile

A 200 response is not a page, and your policy check is grepping an empty shell

#webdev #python #automation #testing
1
Comments 3
4 min read
Your agent's inbox check is measuring read state, not answered state
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Your agent's inbox check is measuring read state, not answered state

#ai #agents #api #debugging
1
Comments 4
4 min read
Durable approval is not the same as valid approval
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Durable approval is not the same as valid approval

#ai #agents #security #architecture
6
Comments
3 min read
Running local and cloud models in the same coding agent: what actually ships in 2026
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Running local and cloud models in the same coding agent: what actually ships in 2026

#ai #llm #opensource #productivity
Comments
4 min read
Your interval-triggered agent pays full price for empty runs
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Your interval-triggered agent pays full price for empty runs

#automation #architecture #python #devops
Comments
4 min read
Human in the loop is not a switch: classify the commands
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Human in the loop is not a switch: classify the commands

#agents #ai #security #python
Comments
4 min read
Your cache_read_input_tokens is zero. Here is what silently did it.
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Your cache_read_input_tokens is zero. Here is what silently did it.

#llm #ai #performance #api
1
Comments 2
5 min read
Your baseline scored 0.000. That's a broken harness, not a result.
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Your baseline scored 0.000. That's a broken harness, not a result.

#rag #llm #testing #ai
Comments 3
4 min read
Our Rust file watcher ate 23.6 GB of RAM, and our ignore rules never had a chance
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Our Rust file watcher ate 23.6 GB of RAM, and our ignore rules never had a chance

#rust #macos #performance #debugging
Comments 3
4 min read
Point any app at a local LLM on your Mac (OpenAI-compatible endpoints)
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Point any app at a local LLM on your Mac (OpenAI-compatible endpoints)

#ai #llm #mac #productivity
Comments
4 min read
MLX vs GGUF on Apple Silicon: which local LLM format should you actually use?
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MLX vs GGUF on Apple Silicon: which local LLM format should you actually use?

#ai #machinelearning #llm #apple
Comments 1
4 min read
What belongs in an agent's context window (and what to evict)
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What belongs in an agent's context window (and what to evict)

#ai #machinelearning #programming #llm
3
Comments 16
4 min read
What poisoning a RAG store taught us about agent memory
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What poisoning a RAG store taught us about agent memory

#ai #rag #security #machinelearning
1
Comments 2
7 min read
Why I built my Mac assistant to run 100% on-device (and what local-first actually cost me)
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Why I built my Mac assistant to run 100% on-device (and what local-first actually cost me)

#showdev #buildinpublic #privacy #ai
1
Comments 9
4 min read
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