Wolven Tech: Rust consulting. AllSource Prime: durable AI memory → https://nitter.gq/t.co/CfdDxoKhs5 Longhand: AI workflows & training → https://nitter.gq/t.co/Rbml5TOtFF
London, United Kingdom
Joined January 2014
- Tweets4.6K
- Following2.8K
- Followers1.1K
- Likes9.3K
1,000 followers. Thank you.
Marking it by opening something up: I am taking on fractional full stack AI developer work through Wolven Tech Ltd.
Five spots. One is already taken.
How it works below.
Which conversation in your test suite becomes incoherent when the agent changes its first answer? Inspect that branch.
langchain.com/blog/how-numan…
5/5
4
Version the simulator, retain complete conversations and review failures with domain expertise. Separate agent mistakes from simulator mistakes before changing a release decision. An implausible follow-up can be an evaluation defect. 4/5
1
5
A model-based simulator can also misunderstand a reply or invent an unlikely reaction. Keep fixed fixtures for local contracts. Add adaptive runs where the next turn depends on the answer. 3/5
1
9
Numan describes an adaptive patient simulator responding to the actual reply. It remains a prototype; its engineering rubric was awaiting clinical sign-off. This account does not establish clinical safety. 2/5
1
10
The agent changes its answer. Your conversation test carries on with a reply written for the old one. Check the next user turn before trusting its score. 1/5
🤖 Made with AI
ALT Football tactical pieces redirect a pass towards a moved receiver, leaving a faint unused route. Caption: Respond to the reply.
1
20
Issue #20 has version dates, licence checks, separate maintenance/adoption signals and proposed acceptance checks. Radar: 98 tools.
The systemd merge and earlier crate releases are dated explicitly.
decebaldobrica.com/blog/2026…
6/6
6
Sysinfo 0.40.1: Trial for telemetry. Review removed APIs, OsString interface names and Windows load-average handling alongside GPU collection.
Use the refresh workload your collector needs. No author benchmark was independently reproduced here. 5/6
1
5
Tellus 0.5.3: Assess. Its persistence contract says a crash after event append can lose the outward continuation; replay does not rerun it.
I would interrupt a harmless notification between append and delivery, restart, then inspect the receiver's records. 4/6
1
1
Rustup 1.29.3 shipped November 3. It fixes illegal instruction errors on some x86_64 CPUs without SSE4.1 and a lock error on Solaris.
Adopt for toolchain management. Test the affected host class; preserve the project's compiler pin. 3/6
1
7
For a similar integration, I would start with one component: its calls, allocation ownership and failure behaviour. Compare both implementations on the same inputs, then build in the target environment.
Rust remains optional in systemd. 2/6
1
6
Systemd accepted Rust for new leaf programs, keeping shared core code in C. Support merged October 24; the November 3 explanation sets out the limits.
Rust & AI Weekly #20 covers that decision and three tool evaluations. A thread. 1/6
ALT A silver mechanical wolf inspects a copper connector between a small replaceable module and a large graphite machine.
1
22
Bring the complete diagnostic trace and representative benchmark to the next performance review. These are proposed checks. No local profiling experiment was run.
huggingface.co/blog/amazon/p…
5/5
7
Use a known operation to verify that device events appear. Retain the capture boundary, synchronisation point and warm-up exclusions. Then measure the intended workload with its normal execution behaviour. 4/5
1
6
Synchronisation can alter overlap and timing. Keep the diagnostic capture distinct from the representative throughput benchmark, and state each measurement’s execution conditions. 3/5
1
13
AWS’s torch.neuron guide synchronises device work inside the capture scope before export. With asynchronous execution, ending capture too soon can omit device activity from the result. 2/5
1
16
The profiler shows a blank device lane. Before changing capacity, prove the capture contains the device’s work. Start with a known operation. 1/5
🤖 Made with AI
ALT A wolf silhouette watches an open observation frame as a final event reaches a trace tray. Caption: Complete the capture.
1
27
Which path would you inspect first for lost attribution: retry, batch or fallback? Reuse provider enforcement where it supplies the guarantee you need.
platform.claude.com/docs/en/…
5/5
4
Trace a tenant through retries, batches and supported fallback routes. Compare intended identity with the outgoing profile and the platform’s checks. Attribution loss is a proposed application failure test, not a reported provider defect. 4/5
1
3
Decide whether the provider-facing profile represents an end user or a customer organisation. The documented batch-level profile applies to every item in that batch. Preserve the intended mapping when grouping requests. 3/5
1
13