Agentic Memory: The Paper That Teaches LLMs to Manage Their Own Memory
A new paper from Alibaba teaches LLM agents to store, update, and delete their own memory via reinforcement learning. Beats Mem0 and A-Mem on 5 benchmarks.
Posts
Polars vs Pandas in 2026: Performance Benchmarks, Real Numbers, and When to Switch
Polars vs Pandas in 2026: performance benchmarks with real numbers — 3-11x speedups on large datasets, but Pandas still wins for small data and ML pipelines. …
mypy vs Pyright vs ty: Python Type Checker Comparison (2026)
mypy vs Pyright vs ty — full comparison of speed, conformance, and IDE integration. Pyright leads at 98% spec conformance, ty is 10-60x faster but passes only …
Claude Code vs Codex CLI: Real Costs, Benchmarks, and When to Use Each
Claude Code wins on code quality (81% SWE-bench). Codex CLI wins on speed and uses 4x fewer tokens. Side-by-side pricing, benchmarks, and best use cases.
Tech Layoffs Q1 2026: 80,000 Jobs Cut, Half Blamed on AI
78,557 tech workers lost jobs in Q1 2026 and nearly half the cuts cite AI. Here's which companies cut deepest, which roles vanished, and what's actually hiring.
Cursor vs Copilot 2026: Real Cost Is $40–80, Not $20
Cursor Pro's $20/mo base hits $40–80 under heavy agent use. Copilot Pro+ is $39/mo with 1,500 requests. Full cost breakdown with every tier compared.
Python 3.14 Free-Threading: Real Benchmarks, Real Breakage, Real Code
Python 3.14 drops the GIL for good. Real benchmarks show 3.5x speedups on 4 cores. See which libraries break and how to install the free-threaded build.
Junior Developer Jobs in 2026: 67% Fewer Openings, but the Panic Is Wrong
Entry-level developer hiring dropped 67% since 2022. But the full story is more complicated than the doomsday headlines suggest, and more useful for your …
uv vs Poetry vs pip: Which Python Package Manager Wins in 2026?
uv vs Poetry compared head-to-head — install speed, lock file resolution, feature comparison, plus pip benchmarks. Which Python package manager should you use …
GitHub's AI Agent Problem: 17 Million PRs, Five Outages, and a Kill Switch
AI agents pushed 17 million pull requests to GitHub last month. The platform buckled with five outages in two days and shipped a kill switch to disable PRs.