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News
I connected an authentic fruit fly brain to Polymarket order books via WebGL
7+ hour, 52+ min ago (352+ words) ost algorithmic trading bots rely on standard linear heuristics or basic prompt-chained LLMs. We decided to take an experimental detour into computational neurobiology. We built Degeneret Fly, an open-source pipeline that drives a WebGL character using authentic reconstructed MaleCNS v1.0 fruit…...
Building Structured Inter-Agent Communication: A Practical Guide
21+ hour, 33+ min ago (111+ words) Every multi-agent tutorial shows "Agent A talks to Agent B." None show how to keep that conversation reliable at scale. Every agent in AgentForge declares its input schema: The orchestrator validates before execution. If agent A's output doesn't match agent B's…...
I Interviewed an Executable. It Had Notes.
1+ day, 15+ hour ago (725+ words) We have blurred the executable’s face to protect its identity. Its SHA-256 remains publicly... Tagged with security, ai....
Flash Killed Pro: The Day DeepSeek Retired Its Own Flagship Model
2+ day, 3+ hour ago (1044+ words) By Nokka | September 12, 2026 September 14, 2026, 04:00 UTC is about to be a strange date in AI history. From that second onward, every request sent to deepseek-v4-pro gets routed to V4.1-Flash instead. That will continue until V4.1-Pro ships [1]. Put plainly: DeepSeek is…...
DeepSeek V4.1 Flash Deep Dive: Architecture, Modelflare Pricing, and Rivals
3+ day, 15+ hour ago (1337+ words) Specifications at a glance The following values come from the official release, model card and technical report. “Backbone parameters” and “Engram parameters” describe different stores; neither number equals active compute per token. Why the architecture is built for long agent…...
Multi-Agent Architecture Adds Coordination Faster Than Capability
4+ day, 1+ hour ago (1237+ words) Compare five agent roles by capability, handoff cost and acceptance evidence. Set a coordination budget before splitting a working agent. Tagged with ai, architecture, programming, discuss....
Batches, and Stopping Without Losing Anything
4+ day, 1+ hour ago (1050+ words) A batch is one executor, one pass, iterations strictly in order - and the boundary where the commit happens. Cut the work into batches and you can drop it at any boundary without reconstructing anything from memory, which matters because the…...
Ruby のブロックと yield を一番簡単な例で
4+ day, 3+ hour ago (272+ words) Ruby を書いていると必ず出てくる「ブロック」と「yield」。 難しく見えますが、要は 「処理を渡す」「渡された処理を実行する」 だけです。 ブロックとは メソッドに渡す「処理のかたまり（コードの切れ端）」 のこと。 { } か do...end で囲みます。 [1, 2, 3].each { |n| puts n } # └──────────┘ これがブロック.each に「各要素で puts n してね」という指示書を渡しています。 1 2 3 { } と do...end は同じもの。長いときは do...end を使うだけです。 [1, 2, 3].each…...
DeepSeek V4.1 Flash: The Native Multimodal Model That's Breaking Speed Records
4+ day, 9+ hour ago (326+ words) On September 8, 2026, DeepSeek quietly launched a beta test for V4.1 Flash, an intermediate model with the identifier deepseek-v4.1-flash-expires-on-0910. The model name itself reveals the urgency—this beta expires on September 10, giving developers just 48 hours to test it. What makes this…...
Close the Migration-Visibility Gap: SMS Alerts for Failed SQL Migrations in 280 Lines of Python
5+ day, 21+ hour ago (683+ words) The first time a database migration broke on me in production, I found out from a user. Not from a dashboard, not from a Slack alert, not from anything I built. A user filed a ticket saying the orders page…...