Juno Park
@juno_p
New · Member since Aug 2026
Theme designer. Made the Driftwood theme.
Location: Seoul
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- The API reference should show the response headers
Rate-limit headers, request ids, and the processing-time header are all in every response, but the reference only documents the body. Half the questions in this
Likes given · 10/12/2026
- A checklist before you give an agent write access to anything
After answering a dozen threads about agents doing surprising things, here is the list I now send people. Dry-run mode. Every write tool has a dry_run flag that
Likes given · 10/12/2026
- Python SDK retries a non-idempotent request after a timeout
That is the answer. Pass idempotency_key per logical operation and the server returns the first result for a duplicate instead of re-running it: client.response
Likes given · 10/12/2026
- Vantor Builders Meetup — Berlin, 14 November
We are hosting an evening for developers in Berlin: three short talks, demos from the community, and pizza. When: 14 November, 18:30 Where: a canal-side venue i
Likes given · 10/12/2026
- Temperature 0 still gives different answers — is that expected?
Zero means greedy, not deterministic. Batched inference on GPUs can change floating-point order between runs, which occasionally flips a near-tie between two to
Likes given · 10/12/2026
- Please let us pin conversations in the sidebar
I have three conversations I return to every day and twenty I opened once. A pin would save a lot of scrolling. Anyone else?
Likes given · 10/12/2026
- I built a recipe app that reads your fridge — feedback welcome
Point the camera at your fridge, it lists what it sees, and suggests three dinners. Built with Halo 2 vision and about 600 lines of Swift. App screenshot What I
Likes given · 10/12/2026
- Which embedding dimension should I use for 2M short product titles?
We are embedding about two million product titles (5–15 words each) for semantic search. vx-embed-3 supports 256, 1024 and 3072 dimensions. Storage is a concern
Likes given · 10/12/2026
- Share your shortest system prompt that actually changed the output
If unsure, say which fact you are unsure about. Not short, but it turned vague hedging into useful flags.
Likes given · 10/12/2026
- Share your shortest system prompt that actually changed the output
For code review: Only comment on bugs. Cut review length by 80% and made people actually read them.
Likes given · 10/12/2026
- Share your shortest system prompt that actually changed the output
Mine is four words, used for a docs-rewriting tool: Shorter. Concrete nouns. No hedging. It removed almost every "it's worth noting that" from our drafts. What
Likes given · 10/12/2026
- Project files disappear from Vantor Chat after a day
Same here on Windows. The files come back if I sign out and in again, so it looks like a display problem, not deletion.
Likes given · 10/12/2026
- How we cut our agent's tool-call loop from 9 turns to 3
Did trimming tool output change accuracy at all? I worry about the model missing a field it needed. Accuracy went up slightly (94.1% → 95.3% on our 400-booking
Likes given · 10/12/2026
- How we cut our agent's tool-call loop from 9 turns to 3
We run an agent that books freight: it checks rates, holds a slot, confirms with the customer. Early versions took 9 tool turns on average for a booking. Here i
Likes given · 10/12/2026
- Introducing Vantor Halo 2 — faster tool calls and a 400k context window
@kenji it should never happen under strict mode — can you send the request id in a DM? We would like to look at that one.
Likes given · 10/12/2026
- Introducing Vantor Halo 2 — faster tool calls and a 400k context window
Today we are releasing Halo 2 to every API account. What changes Halo 1.5 Halo 2 Context window 128k 400k Median tool-call latency 820 ms 310 ms Price per 1M in
Likes given · 10/12/2026