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9 postsPon: A Rust-Built JIT/AoT Compiler for Python 3.14
Pon is a Rust-based JIT/AoT compiler that skips the CPython interpreter and bytecode entirely, compiling Python 3.14 straight to native code via Cranelift.
pythonrustcompilersjitPost-quantum cryptography lands in Python with a single pip install
pyca/cryptography 48 now ships ML-KEM and ML-DSA, bringing NIST-standard post-quantum algorithms to Python. Trail of Bits explains what changes for developers and protocols.
cryptographypythonpost-quantumsecurityLLM Agent Performance Is a Distributed Systems Problem
FixBugs's team shows how token math, parallel chunking, and queues cut LLM agent latency: file analysis dropped from 10 minutes to 40 seconds.
ai-agentsllmdistributed-systemsperformanceUsing Kubernetes ConfigMaps as a Real-Time State Store
A Python demo shows how Kubernetes' watch API turns ConfigMaps into a real-time pub/sub change feed using asyncio, without polling or pod restarts.
kubernetespythonasyncioconfigmapsSeverity, Not Flat Pass-Rate, Should Gate Agent Evals
severity_gate.py is an offline, stdlib-only CI tool that gates agent eval runs by failure severity instead of a flat pass-rate, returning SHIP, REVIEW, or BLOCK.
ai-agentsevalci-cdpythonWhy 300% Funding APR on Binance Perps Isn't Free Money
High funding rates on Binance perpetuals often signal squeeze traps, not free carry. A Python screener flags risky tokens using five structural signals.
tradingcryptocurrencypythonalgotradingProtobuf-py: Protocol Buffers for Python, No Compromises
Protobuf-py is a from-scratch Python Protocol Buffers library that covers the full spec and matches Google's C-based upb engine with a Rust accelerator.
protobufpythonrustgrpcBuilding a Wazuh Server from Scratch in Python: Protocol Reverse Engineering
Developer souzo reverse-engineered the Wazuh agent-server protocol via packet analysis and built wazoo, an open-source Python Wazuh manager. Encryption and message framing explained in detail.
wazuhpythonreverse-engineeringnetwork-security5 US States Open 12.4M Business Records via Free API
New York, Colorado, Pennsylvania, Oregon and Connecticut publish full business registries via free Socrata APIs with commercial-use licenses. Measured rate limits and data pitfalls inside.
opendatabusiness-registrysocrataapi