
The Log Is the Agent: Event Sourcing Comes to AI Systems
Event sourcing for AI agents: a new paper makes the append-only log the source of truth for agent state. What it enables, and whether HN thinks it is just CQRS.
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Event sourcing for AI agents: a new paper makes the append-only log the source of truth for agent state. What it enables, and whether HN thinks it is just CQRS.

MCP tools solve invocation but not visibility. Why tool output needs a shared board instead of a transcript, and when a board is overkill for multi-agent work.

Program-as-Weights compiles prompts into compact local adapters that act as fuzzy functions. What the paper claims and where developers could use it first.

Claude Sonnet 5 migration guide: the three breaking API changes from Sonnet 4.6, the new effort parameter, tokenizer impact and when to use each effort level.

Dan Luu's agentic coding notes argue that coding agents compound only when the test, review, and task-selection loops are stronger than the code generator.

Image token compression cuts agent costs by rendering bulky context as images, but it is lossy. Where to use it, the byte-safety rule, and the evals it needs.

jamesob's local LLM guide: the $2k and $40k hardware paths, the BIOS and kernel settings that matter, and why multi-GPU setups fail at PCIe and IOMMU.

Leanstral 1.5 is Mistral's open Apache-2.0 model for Lean 4 theorem proving. The benchmark claims, the HN pushback on its bug-finding pitch, and how to use it.

Agent Studio lets you author subagents next to your skills and serve both over one MCP endpoint, plus REST and the dd CLI, with a community moderation loop.

App Builder turns a plain-language prompt into a single-file HTML app with a live sandboxed preview. How revisions, sharing and downloads work, and the limits.

A reference architecture for progressive disclosure: skills, files, memory and generation on one MCP endpoint, scoped by one API key and one credit balance.

Mem0 vs Zep vs Letta vs Cloudflare compared as AI agent memory layers: architecture, pricing, the disputed benchmarks and which one to pick for your agent.
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