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Show HN: AI-Powered Merchant Intelligence

https://nodee.co
1•jjkirsch•1m ago•0 comments

Bash parallel tasks and error handling

https://github.com/themattrix/bash-concurrent
1•pastage•1m ago•0 comments

Let's compile Quake like it's 1997

https://fabiensanglard.net/compile_like_1997/index.html
1•billiob•2m ago•0 comments

Reverse Engineering Medium.com's Editor: How Copy, Paste, and Images Work

https://app.writtte.com/read/gP0H6W5
1•birdculture•7m ago•0 comments

Go 1.22, SQLite, and Next.js: The "Boring" Back End

https://mohammedeabdelaziz.github.io/articles/go-next-pt-2
1•mohammede•13m ago•0 comments

Laibach the Whistleblowers [video]

https://www.youtube.com/watch?v=c6Mx2mxpaCY
1•KnuthIsGod•14m ago•1 comments

I replaced the front page with AI slop and honestly it's an improvement

https://slop-news.pages.dev/slop-news
1•keepamovin•19m ago•1 comments

Economists vs. Technologists on AI

https://ideasindevelopment.substack.com/p/economists-vs-technologists-on-ai
1•econlmics•21m ago•0 comments

Life at the Edge

https://asadk.com/p/edge
2•tosh•27m ago•0 comments

RISC-V Vector Primer

https://github.com/simplex-micro/riscv-vector-primer/blob/main/index.md
3•oxxoxoxooo•30m ago•1 comments

Show HN: Invoxo – Invoicing with automatic EU VAT for cross-border services

2•InvoxoEU•31m ago•0 comments

A Tale of Two Standards, POSIX and Win32 (2005)

https://www.samba.org/samba/news/articles/low_point/tale_two_stds_os2.html
2•goranmoomin•35m ago•0 comments

Ask HN: Is the Downfall of SaaS Started?

3•throwaw12•36m ago•0 comments

Flirt: The Native Backend

https://blog.buenzli.dev/flirt-native-backend/
2•senekor•37m ago•0 comments

OpenAI's Latest Platform Targets Enterprise Customers

https://aibusiness.com/agentic-ai/openai-s-latest-platform-targets-enterprise-customers
1•myk-e•40m ago•0 comments

Goldman Sachs taps Anthropic's Claude to automate accounting, compliance roles

https://www.cnbc.com/2026/02/06/anthropic-goldman-sachs-ai-model-accounting.html
3•myk-e•43m ago•5 comments

Ai.com bought by Crypto.com founder for $70M in biggest-ever website name deal

https://www.ft.com/content/83488628-8dfd-4060-a7b0-71b1bb012785
1•1vuio0pswjnm7•43m ago•1 comments

Big Tech's AI Push Is Costing More Than the Moon Landing

https://www.wsj.com/tech/ai/ai-spending-tech-companies-compared-02b90046
4•1vuio0pswjnm7•45m ago•0 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
2•1vuio0pswjnm7•47m ago•0 comments

Suno, AI Music, and the Bad Future [video]

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•49m ago•2 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•52m ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
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Watermark API – $0.01/image, 10x cheaper than Cloudinary

https://api-production-caa8.up.railway.app/docs
1•lembergs•59m ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•1h ago•1 comments

Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
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Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
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Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•1h ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•1h ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•1h ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
2•helloplanets•1h ago•0 comments
Open in hackernews

Diffwatch – Watch AI agents touch the FS and see diffs live

https://github.com/deemkeen/diffwatch
5•deemkeen•3mo ago

Comments

deemkeen•3mo ago
I built a simple TUI that shows live unified diffs whenever files change. It’s useful for TDD, debugging config changes, and watching AI/agents touch the filesystem in real time.

Repo: https://github.com/deemkeen/diffwatch

Install:

brew install deemkeen/tap/diffwatch # or go install github.com/deemkeen/diffwatch@latest

Try it quickly:

# start the TUI diffwatch -r . # in another shell: echo "hello" >> demo.txt; sleep 1; echo "world!" >> demo.txt

Why this vs. other watchers? Most watchers tell you that something changed. diffwatch shows what changed, instantly, in a minimal TUI.

Roadmap / looking for feedback: --ignore-from=.gitignore, --word-diff, --context N, export (--record, --save-patch), hooks (--cmd "…")

GIF in the README. Would love feedback, issues, PRs—especially on ignore patterns and diff ergonomics.

westurner•3mo ago
From https://news.ycombinator.com/item?id=45516584#45517613 re: LTM and STM and LLMs:

> jj autocommits when the working copy changes, and you can manually stage against @-: https://news.ycombinator.com/item?id=44644820

lazyjj is a TUI for jj: https://github.com/Cretezy/lazyjj

Would a live log follow mode for lazyjj solve?

deemkeen•3mo ago
diffwatch is kinda general purpoure, besides the agent work you could watch different processes doing stuff in your homedir, for example
westurner•3mo ago
Cool tool! Is the inotify directory/file watch count the limit?

I can't seem to remember the name of the pre-containers tool that creates a virtual build root and traps all the file syscalls. It's not strace.

Easier to trace everything an AI runs by running the agent in a container with limited access to specific filesystem volumes.

eBPF is the fastest way to instrument in Linux AFAIU:

Traceleft: https://github.com/ShiftLeftSecurity/traceleft

Tracee: https://github.com/aquasecurity/tracee

Falco docs > Supported events: https://falco.org/docs/reference/rules/supported-events/

Tetragon: https://github.com/cilium/tetragon

strace could have a --diff-fs-syscall-files option:

  strace -p PID -f -F -e trace=file -s 65536
deemkeen•3mo ago
it uses the os independant fsnotify lib, it surely has its limits. eBPF is great, but linux only, yeah
westurner•3mo ago
On MacOS:

  sudo dtrace -n 'vfs::*:entry { printf("%-16s %-6d %s", execname, pid, probefunc); }'

  sudo dtrace -n 'vfs:lookup:entry { printf("%-16s %-6d %s", execname, pid, copyinstr(arg1)); }'
TIL Dtrace is included in recent builds of Windows 11 and Server 2025: https://learn.microsoft.com/en-us/windows-hardware/drivers/d... ;

  # Must be run as Administrator
  dtrace -n "syscall::NtCreateFile:entry, syscall::NtReadFile:entry, syscall::NtWriteFile:entry { printf(\"%s (%d) - %s\", execname, pid, probefunc); }"
It's possible to trace file system calls in Windows with procmon.exe by saving a .pmc config file and then loading it from the CLI:

  procmon.exe
  # uncheck everything except "Show File System Activity"
  # Filter > Drop Filtered Events
  # File > Export Configuration...

  # Must be run as Administrator
  procmon.exe /AcceptEula /Quiet /Minimized /LoadConfig C:\Tools\fs-only.pmc /BackingFile C:\Logs\FileSystemTrace.pml
It's also possible to trace lower level file system calls in Windows with logman.exe but it's necessary to parse the traces that it generates.

Then with just bpftrace on Linux:

  sudo bpftrace -e 'tracepoint:syscalls:sys_enter_openat { printf("%-6d %-16s %s\n", pid, comm, str(args.filename)); }'

  sudo bpftrace -e 'kprobe:vfs_read, kprobe:vfs_write, kprobe:vfs_open { printf("%-16s %-6d %s\n", comm, pid, probefunc); }'
... According to 2.5pro on the cli strs

strace, dtrace, and bpftrace could have a --diff-fs-syscall-files option.

deemkeen•3mo ago
great insights, i'll read up on it and see if it can be useful, thx
westurner•3mo ago
np. there's a diagram, "Linux bcc/BPF tracing tools" [-1] in the bcc readme [0] that's also in [1] which explains ebpf and bcc and bpftrace.

filetop, dirtop, and vfsstat use bpf to trace the VFS layer. [4]

[-1] "Linux bcc/BPF tracing tools" https://www.brendangregg.com/BPF/bcc_tracing_tools_early2019...

[0] iovisor/bcc: https://github.com/iovisor/bcc

[1] "Linux Extended BPF (eBPF) Tracing Tools", Dtrace book: https://www.brendangregg.com/ebpf.html

If running an AI agent in a container --- with devcontainers and e.g. vscode,

Good container policy prevents granting a container the CAP_SYS_ADMIN capability; the least-privileges thing to do is to grant limited capabilities to the container like CAP_BPF and (CAP_PERFMON, CAP_NET_RAW, CAP_SYS_PTRACE) [,3].

[3] https://medium.com/@techdevguides/using-bpftrace-with-limite...

[4] bpfcc-tools manpages: https://manpages.debian.org/unstable/bpfcc-tools/index.html

though ripgrep wins, vscode fails at monitoring large workspaces due to inotify limits too; so some way to parse fs events from bcc and libdtrace with python would be great

prompt 1: Create a python project named idk dbpftrace with a pyproject.toml and a README and sphinx /docs, with bcc and python-dtrace as dependencies to, then in dbpftrace/,

parse pid and descendents' fs syscall events from bcc (ebpf) or python-dtrace (dtrace), depending on which os we're running

Edit:

Prompt 1B: Create a Go package named dbpftrace with a README and docs,

parse pid and descendents' fs syscall events from bpftrace or dtrace stdout, depending on which os we're running

westurner•3mo ago
Prompt 1C: Create a Go package named dbpftrace with a README and docs, then create a cli utility named dbpftrace to:

parse pid and descendents' fs syscall events (like bpftrace) using libbpfgo and godtrace

Use either (cilium/ebpf or libbpfgo or gobpf) or (godtrace or (CGO or FFI) bindings to libdtrace) depending on which OS, by default

cilium/ebpf: https://github.com/cilium/ebpf

aquasecurity/libbpfgo https://github.com/aquasecurity/libbpfgo

iovisor/gobpf w/ bcc: https://github.com/iovisor/gobpf

chzyer/godtrace: https://github.com/chzyer/godtrace

oracle/dtrace-utils/tree/devel/libdtrace: https://github.com/oracle/dtrace-utils/tree/devel/libdtrace

From https://news.ycombinator.com/item?id=45755142 re eBPF for WAF:

> awesome-ebpf > Kernel docs, examples, Go libraries: https://github.com/zoidyzoidzoid/awesome-ebpf#go-libraries :

>> Go libraries:

>> cilium/ebpf - Pure-Go library to read, modify and load eBPF programs and attach them to various hooks in the Linux kernel.

>> libbpfgo - eBPF library for Go, powered by libbpf.

>> gobpf - Go bindings for BCC for creating eBPF programs

deemkeen•3mo ago
Thanks for the thoughtful pointers — super helpful.

Where diffwatch is today: it’s a portable directory watcher (fsnotify → inotify/FSEvents/ReadDirectoryChangesW) that coalesces events and renders live unified diffs in a tiny TUI.

What I’m planning based on your suggestions (and others here):

1. Two-tier design

Default (no admin): keep the current directory-watch mode for quick, portable use.

Power mode (attach): diffwatch attach --pid <PID> | --cmd "<…>" to trace a process and its children and feed any touched paths into the same diff UI.

2. Per-OS backends for “attach”

Linux: eBPF/bpftrace when available; fallback to strace -ff -e trace=file for zero extra deps.

macOS: opensnoop / fs_usage (DTrace-based).

Windows: ETW (Kernel File provider) via a tiny helper (e.g., KrabsETW) that streams JSON events.

3. Admin rights caveat

macOS (DTrace) and Windows (ETW kernel) typically require admin. I’ll keep the default dir-watch mode as the “no-admin” path, and document the elevated-rights requirement clearly for “attach”.

4. Normalized event stream

All backends emit a common JSON line: {"ts": "...", "pid": 1234, "op": "create|write|rename|unlink|close", "path": "..."} Then a short stability window (debounce + retry on transient ENOENT) before reading to diff.

5. Scalability & ergonomics

Handle editor/atomic-save tempfiles gracefully.

Respect .gitignore and add --exclude/--include globs.

Guardrails for watch count limits; skip non-regular files; optional --record (NDJSON) and --save-patch.

6. Containers / agents

Nice follow-on: diffwatch attach --cmd ... inside a container (or attach by PID in the container namespace) to confine the blast radius for agent runs.

Ask: I’d love help and pointers to minimal tracer scripts:

A small bpftrace/DTrace snippet that reliably captures opens/writes/renames for a PID(+children).

A tiny Windows ETW consumer example focused on File I/O, filtered by PID, emitting JSON.

Repo: https://github.com/deemkeen/diffwatch I’ll open issues for:

“Attach mode” backends (Linux/macOS/Windows)

.gitignore/globs

Event coalescing + transient ENOENT handling

JSON recording / patch export

If you or anyone wants to collaborate, I’ll tag them good first issue / help wanted and am happy to review PRs quickly. Thanks again for the nudge to go beyond plain FS events — the PID/container “attach” mode should make agent debugging much more robust.

westurner•3mo ago
Np. Distributed tracing tools for containers already do this but none have a --diff feature for logging what changed in changed files.

Does this command also track renames?

  sudo dtrace -n 'vfs::*:entry { printf("%-16s %-6d %s", execname, pid, probefunc); }'
Isn't it just a list of syscalls instead of vfs:*?

Actually, re: Dtrace on MacOS with SIP and apparently without sufficient symbols installed to trace kernel syscalls these days: https://news.ycombinator.com/item?id=38909715

It looks like there's a utility called dtruss which wraps Dtrace on OSX: https://www.google.com/search?q=dtruss

"Misadventures in DTrace: how to debug the macOS kernel" (2025) https://jade.fyi/blog/misadventures-in-dtrace/ :

> My advice, and what I actually did, is to put macOS in a UTM.app VM with nothing of value in it, disable SIP in the VM, and do all further testing in there.

> Once inside a VM with SIP disabled (or with dtrace enabled as a fine-grained policy), DTrace works. dtruss gives some output like the following:

FWIU it is possible to trace Linux containers on Mac OS with e.g. cilium, only if the Linux containers are hosted in a Linux VM.