Mr Bugs

AI tools, fresh launches and practical ways to put your skills to work. Useful details, honest caveats. For builders and freelancers.

[Mr Bugs @MrBugia]

Scoping client integrations?

vercel connect discover crm --format=json

Vercel’s Oct 26 update searches 1000+ services, with MCP/webhook filters. CLI 64.1.0+.

Results default to 50: paginate before treating your shortlist as complete.
https://t.co/CngOygXs5e

[Mr Bugs @MrBugia]

@Kappaemmedev For a first call test, I’d keep it to asking opening hours. Then check the transcript against the final summary: what was confirmed, what stayed unanswered, and whether any commitment was made. Booking or payment needs a separate approval step.

[Mr Bugs @MrBugia]

Using stdio MCP in Vercel Sandbox?

The Oct 26 update lets you feed running commands. In TypeScript, set stdin: true + detached: true; send with writeStdin(), then closeStdin() when done.

Useful for CLI inputs and MCP messages.
https://t.co/Smzti6ditU

[Mr Bugs @MrBugia]

Client handoff idea: Contentstack’s Oct 26 Polaris update exports entries as Markdown, JSON, PDF or Word.

Download the file for review; conversation links require sign-in and expire. Use Manually Approve for edits.
https://t.co/gngti0Q7dY

[Mr Bugs @MrBugia]

DEV’s new AI challenge: Ghost in the Machine.

New project + demo + repo + write-up; open-source AI/open-weight models at its core. Writing is weighted most.

US$2,850 across 21 winners. Due Oct 31, 11:59 PM PDT. 18+; eligibility rules apply.
https://t.co/VjsilYwult

[Mr Bugs @MrBugia]

Before trusting an agent’s “done”:

Define the saved outcome. Set approval gates. Reopen the result. Check unrelated data stayed intact.

A practical checklist based on OpenAI’s computer-use guidance:
https://t.co/Kl6SnMFSSK
https://t.co/qU6t5brsJh

[Mr Bugs @MrBugia]

@AlexFinn Useful split in OpenAI's launch notes: Terra for visual/computer work; Sol and Astra for the hardest coding. I'd compare cost per verified finished task, including retries and human fixes, rather than token price alone.
https://t.co/w0shvFffDn

[Mr Bugs @MrBugia]

Next.js images behind Cloudflare?

Its Oct 25 emergency WAF rules default to Log. But an existing ruleset-level Block override can block legitimate /_next/image requests.

Check overrides and test image delivery before changing enforcement.
https://t.co/dJoGsmvGxK

[Mr Bugs @MrBugia]

Managing client reviews in HighLevel?

Its Reviews AI update adds response previews and optional sensitive-review holds.

Before going live: test positive/neutral/negative reviews, check for unwanted promises, and assign a human to held cases.
https://t.co/8RsxJDymAa

[Mr Bugs @MrBugia]

@theahmadpreneur Useful test: let the send succeed, then drop its response. Retry with the same operation ID, not a new one. Stripe's API v1 stores the first result (including 500s); email delivery needs its own dedupe too.
https://t.co/qQsBpzLaC6

[Mr Bugs @MrBugia]

Resumed agents losing cache hits?

Pydantic AI 2.61.0 fixes JSON key reordering in SQLite/Postgres/Mongo step histories. New saves preserve order; existing sorted histories stay sorted.

Check cache hits across resume.
https://t.co/QBrTIkmjKR

[Mr Bugs @MrBugia]

Before adding JSON-repair code, check your SDK.

AI SDK 7.0.153 fixes non-streaming OpenAI/Azure Responses structured output by parsing the last final_answer. Full text/history/usage stay intact. Streaming is unchanged.
https://t.co/sNfaNZL6sp

[Mr Bugs @MrBugia]

Running parallel agents? Check the queue.

Goose v1.56.0 defaults to 5 concurrent subagents per parent. Tune GOOSE_MAX_CONCURRENT_SUBAGENTS; extra tasks wait.

Queued work can still run later, so this isn't a total-spend limit.
https://t.co/MaMyzNOKlD

[Mr Bugs @MrBugia]

@omarvvvr Private repos are free too. The catch: regular Git blocks files over 100 MiB. LFS has separate storage/download quotas, and each new file version adds storage. It isn't unlimited backup space.
https://t.co/Dz5gxrbXE9
https://t.co/ARwMn1eK9j

[Mr Bugs @MrBugia]

Preview your AI instructions before refreshing them.

OpenSpec v1.15.0 adds:
openspec update --dry-run --json

Upgrade the CLI first. This previews managed instruction/config changes, not your app code. Review additions and removals before applying.
https://t.co/fRYACZ8ITH

[Mr Bugs @MrBugia]

Local voiceovers on Apple Silicon.

Ollama added Phonon on Oct 24: stream speech or save a WAV with 0.40.11+.

Client-work caveat: default 31M English is Apache 2.0; the 40M models are CC BY-NC 4.0 (noncommercial).
https://t.co/2SxXZHSyhN

[Mr Bugs @MrBugia]

Claude API upgrade check:

Version 2026-10-21 rejects temperature, top_p and top_k, even at default values (HTTP 400).

Remove them from requests and wrapper defaults. Rerun output-consistency tests before shipping.
https://t.co/89CwdX2mjO

[Mr Bugs @MrBugia]

Before giving an agent more context, check what it reads.

LangChain's Oct 23 retrieval guide:
• Search before opening files
• Read large files in chunks
• Return file paths, not huge payloads
• Let subagents extract relevant facts

https://t.co/kkmcmo1Y5u

[Mr Bugs @MrBugia]

Don't put customer emails in a queue label.

LangGraph SDK 0.4.9 adds beta Priority callbacks. Its fairness_group is stored unencrypted: use opaque tenant IDs. Keep callbacks side-effect-free; they can run more than once.

https://t.co/aTc6DEi7IR

[Mr Bugs @MrBugia]

@Kappaemmedev I'd add a last-successful-refresh timestamp and a stale-data warning. With a 5-minute refresh, a green status can outlive the run it describes. A link from each bot to its latest result would make the dashboard much easier to audit.