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Agents Without Code: Skills, YAML, and Filesystems Replaced Python
Philipp Schmid demonstrates how improving LLM capabilities allow developers to replace complex Python agent orchestration with simple instructions and skill files (AGENTS.md and SKILL.md) running inside hosted sandboxes. By building the same GitHub pull request review agent three times, he shows why developers should simplify agent architectures, rely on general-purpose tools, and focus ...
Pandas Should Go Extinct
Eddie Atkinson makes the case that many teams move from Pandas to distributed systems too early, when single-machine tools like Polars and DuckDB can handle much larger analytical workloads with significantly better performance and memory efficiency in his benchmarks. He highlights lazy execution, multithreading, streaming, spill-to-disk, and Arrow interoperability as reasons these tools...
Rapidly scaling online storage to serve over 1 billion ChatGPT users
Learn how OpenAI evolved Habitat from a Python library into a globally distributed storage platform serving 1 billion ChatGPT users and 22M requests per second.
Django: serve the change password well-known URL
Adam Johnson explains how to implement the standard /.well-known/change-password URL redirect in Django using RedirectView, helping password managers direct users to their password change pages. He also covers testing the endpoint, checking for server misconfigurations that could interfere with password managers, and setting the correct autocomplete attributes on password fields.
Jitter is the cheapest reliability fix you are not using
Distributed systems synchronise themselves without being told to: every client that retries on a fixed interval, restarts after a deploy, or reconnects after a network blip ends up firing at the same moment as every other client. The resulting spike is a self-inflicted denial of service that no single component is responsible for. Adding randomness to any repeating interval breaks the al...
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microsoft / data-formulator
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cloud-in-a-bottle
Deploy, use, and share web apps on a server you control. Your apps, data, and infrastructure stay yours.
Neocarta
Library built for generating semantic layer graphs for query routing, query generation and data discovery.
NPC-Forge
NPC-Forge is a framework for building conversational agents that run on the CPU without relying on machine learning or LLMs.
OpenExecutive
AI-powered virtual executive team, a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).
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