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03:00
2026-07-24
hiraditya.github.io
machine-learning

A Tour of XLA: Where MLIR Lives (and Where It Doesn't)

XLA, the compiler under JAX, TensorFlow, and PyTorch/XLA, uses two intermediate representations: classic HLO (a hand-built C++ IR) and MLIR dialects such as StableHLO and CHLO, with a translation layer moving programs be…

22:57
2026-07-23
miguel9554.github.io
developer-tools

A Minimal IR for RTL

Miguel9554 released Mate IR, an intermediate representation for synthesizable RTL that includes a nearly complete SystemVerilog compiler and simulator, aiming to address inefficiencies in traditional HDLs like SystemVeri…

17:22
2026-07-23
pytorch.org
machine-learning

Helion on TPU: Towards Hardware Heterogeneous Kernel Authoring

Helion, PyTorch's high-level DSL for writing performance-portable ML kernels, partnered with Google to build a TPU backend that compiles Helion kernels to Pallas, enabling PyTorch-friendly TPU kernel authoring. On a flas…

13:45
2026-07-23
drewdevault.com
artificial-intelligence

AI in Linux

Linus Torvalds has firmly endorsed the use of AI tools in Linux kernel development, rejecting ethical objections and grounding the discussion in technical merits. Over 1,200 kernel commits since September 2025 carry an "…

10:24
2026-07-23
github.com
developer-tools

MCP-spec-audit, scan your MCP server for the July 28 spec changes

Temrel released mcp-spec-audit, a static analysis tool that scans MCP server codebases for breaking, deprecated, and advisory changes ahead of the MCP 2026-07-28 spec revision, which reshapes the protocol around a statel…

14:00
2026-07-22
sierra.ai
ai-agents

Building Sierra’s MCP Gateway: An engineering iceberg

Sierra built a single MCP Gateway to connect AI agents to internal tools like Slack, GitHub, and Salesforce, reducing coordination overhead and avoiding duplicate integrations. The engineering team adopted a 'grab the lo…

04:35
2026-07-22
dev.to
developer-tools

Ralph Loops Are Not About Throwing Away Context

A developer known as Geoffrey Huntley introduced the Ralph loop, a Bash loop pattern for running coding agents indefinitely by resetting the context window each iteration and storing state on the filesystem. The techniqu…

00:27
2026-07-22
dev.to
artificial-intelligence

LLM, AI, Are you truly getting behind???

Software developer Daniel Flores argues that experienced developers are not missing out by avoiding the latest AI tools, as all LLMs still hallucinate and require human oversight. He criticizes the industry's fear-monger…

00:00
2026-07-22
mindstudio.ai
ai-agents

How to Use Composio with Claude Co-work to Connect 1,000+ Apps

Composio gives Claude Co-work access to over 1,000 apps via OAuth, enabling scheduled AI agents to connect tools like Gmail, Xero, and Notion. The integration, used within MindStudio's Claude Co-work feature, handles aut…

23:10
2026-07-21
byteiota.com
developer-tools

X Is Open-Sourcing Its Codebase: What Developers Expect

Elon Musk announced that X will open-source its entire codebase after a security review, with independent third-party verification that production code matches the published version, making it the first major proprietary…

20:08
2026-07-21
sourcefeed.dev
artificial-intelligence

The Hard Part of Programming Just Moved

Jeremy Osborn's Communications of the ACM opinion piece, which hit the Hacker News front page, argues that AI coding assistants do not make programming easier but redistribute difficulty into verification, review, and sy…

18:55
2026-07-21
decrypt.co
artificial-intelligence

Google Ships New Gemini Flash Models, But Pro Is Still Missing

Google launched Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber today, but Gemini 3.5 Pro remains delayed after failing internal coding benchmarks, causing Alphabet stock to fall roughly 4.4% and erasing an estimat…

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