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Pedro Vezza

@pedro.vza.net
672 followers 461 following 1.3K posts

Tech, urbanism, politics, metal machining geek on my spare time. He/they.

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Reposted by Pedro Vezza
Amber 🌸 @shimmermathlabs.com · 01/10/2026
advice for junior developers: you are no longer a developer you are a builder you are a solution provider enter every room and make things happen learn when no one is watching create because you can fix problems because they offend you bend the world to your will and take credit
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Reposted by Pedro Vezza
Is the Mountain Out? @ismtrainierout.selfhosted.social · 30/09/2026
Yes! 🏔️
Seattle’s downtown skyline and waterfront sit beneath a blue sky streaked with wispy clouds, with a distant mountain on the horizon. Soft golden-pink evening light fades over the hazy landscape. Mount Rainier is visible. Image: Space Needle PanoCam, Sep 30, 2026, 7:20 AM PT
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Pedro Vezza @pedro.vza.net · 30/09/2026
Chesterton's Fence for the AI age
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Reposted by Pedro Vezza
Daily McMaster-Carr [UNOFFICIAL] @mcmasterdaily-mirr.selfhosted.social · 12/09/2026
Pica Ruler 24" Long $35.12 each 2270A13 Pica, a unit of measurement that's new to me
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Pedro Vezza @pedro.vza.net · 29/09/2026
Great point. I would assume the browser consortium is well aware of this. Microsoft and Google are CAs too so the same risk exists for Azure and GCP.
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Pedro Vezza @pedro.vza.net · 29/09/2026
We definitely need to reduce the Let's Encrypt monoculture sooner rather than later
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Pedro Vezza @pedro.vza.net · 29/09/2026
We need to add this chart to wtfhappenedin1971.com
wtfhappenedin1971.com
WTF Happened In 1971?
Visit the post for more.
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Pedro Vezza @pedro.vza.net · 29/09/2026
These cached token totals mean nothing to me without the full logs. Anyway, your tone means that you know what you are doing so I'll be quiet. Good luck!
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Pedro Vezza @pedro.vza.net · 29/09/2026
How do you explain the low hit rate?
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Reposted by Pedro Vezza
latinometrics @latinometrics.bsky.social · 29/09/2026
🇺🇾 📊 Uruguay is the region’s only country rated as having open civic space, even as five countries were downgraded between 2021 and 2025 ↓
Civic freedom ratings in Latin America from 2021 to 2025 show changes, highlighting countries with improved or worsened statuses.
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Pedro Vezza @pedro.vza.net · 29/09/2026
@lizthegrey.com had the same hunch in a different thread
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Pedro Vezza @pedro.vza.net · 29/09/2026
Claude code and oh-my-pi get 96 to 99% cache hit rate. You should measure your session log jsonl reported costs per turn for dips in cache read rates. Something must be busting your prefixes.
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Pedro Vezza @pedro.vza.net · 29/09/2026
89% cache hits? Something’s weird.
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Pedro Vezza @pedro.vza.net · 29/09/2026
Only exportable on iOS and Android
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Pedro Vezza @pedro.vza.net · 28/09/2026
Opus still wins on Artificial Analysis. I am curious to see time per task. I suspect Opus will win. Sonnet is going the way of Terra. A neglected middle child.
Scatter chart from Artificial Analysis plotting Intelligence Index (y-axis, 0–70) against cost per task (x-axis, log scale, $0.06 to $20), with Anthropic models highlighted and others greyed out. Two orange Anthropic lines connect effort variants. Claude Opus 5.5 climbs from about 36 at $0.42 to 57.5 at $6, running along the Pareto frontier from roughly $1.10 upward. Claude Sonnet 5.5 rises from about 41 at $0.60 to 56 at $7.60, sitting just below Opus at every price. The Pareto line starts at GPT-6 Luna (max) near $0.06, jumps to MiMo-V2.6-Pro at about 46 for $0.14, then stays flat to GPT-6 Sol (max) at around 48 for $1 before Opus takes over. Greyed competitors include GPT-6 Astra (max) at about 53 for $3.30, Claude Fable 5.1 near 53.5 at $7.50, Claude Opus 5 at about 51 for $5.30, and a cheaper cluster (GLM-5.3, Gemini 3.8 Flash, Kimi K3) in the low 40s to high 40s.
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Pedro Vezza @pedro.vza.net · 28/09/2026
OK, this was a crazy release. Opus 5.5 ran for 4 days straight solving all sort of integration issues in the drive train subassembly and build farm ops. 40 PRs in total. It did pull through though. $14k in token-equivalent costs, 167 subagents, not all running at once. github.com/pedropaulovc...
This session is being continued from a previous conversation that ran out of context. The summary below covers the earli
claude-codeclaude-opus-5-5amet-windowsC:\src\harmonic-analyzer2026-09-22T17:50:29.906Z
cost: $14,053.60 subtotal · incl. 167 subagents ·
effective view
·
Session files in R2
·
Export zip
Cost by model 4 models · $14,053.60 subtotal incl. 167 subagents

This session and every subagent session below it, every page. Input and cache read are separate counters and are deliberately not summed — under subset accounting the cached tokens are already inside input. Cache write is 5m + 1h. The footer separates this session's own spend from the rolled-up total.
Model / coverage	Calls	Cost	Input	Output	Reasoning	Cache read	Cache write	Cache hit rate
claude-opus-5-5129,758 / 140,094 priced · this session + 153 subagents	140,094	$13,980.41 subtotal	342.1k	68.1M	0	37.41B	1.20B	96.8%
claude-sonnet-5806 / 806 priced · 12 subagents only	806	$45.25	1.6k	227.1k	0	125.6M	7.1M	94.6%
claude-fable-5-196 / 96 priced · 2 subagents only	96	$27.93	2.5k	67.3k	0	14.0M	1.7M	89.2%
<synthetic>75 / 75 priced · this session + 22 subagents	75	$0.00	0	0	0	0	0	—
This session onlyexcludes subagents · 18,899 / 20,521 priced	20,521	$1,726.55 subtotal	57.9k	13.9M	0	5.89B	53.2M	—
Including 167 subagents130,735 / 141,071 priced	141,071	$14,053.60 subtotal	346.2k	68.4M	0	37.55B	1.21B	—
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Pedro Vezza @pedro.vza.net · 27/09/2026
Maybe we deserve to not have to toil 40h a week for 30 years to earn a retirement.
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Pedro Vezza @pedro.vza.net · 27/09/2026
Chegando a hora. Vota, Brasil!
Certificado Eleições 2026 - O Tribunal Superior Eleitoral certifica que
PEDRO PAULO VEZZA CAMPOS
concluiu o curso Mesários - Exterior 2026
no aplicativo Mesário, com carga horária de 10 horas,
em 24/09/26
Atenção: este certificado só terá validade para fins de folgas se estiver acompanhado da Declaração de
Trabalhos Eleitorais (DTE) emitida pela Justiça Eleitoral, conforme o art. 98 da Lei n. 9.504/1997 e o § 3º
do art. 15 da Resolução-TSE n. 23.751/2026.
Para verificar a autenticidade deste certificado, informe o código de verificação no link ou
aponte a câmera do celular para o QR Code.
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Pedro Vezza @pedro.vza.net · 27/09/2026
Oh
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Pedro Vezza @pedro.vza.net · 26/09/2026
Yes, I did have some cases of premature hardening. What I've been doing is tweaking the prompt to clarify if it's a toy project or what is the threat model. The ajudicator idea is interesting, I'll think about it.
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Pedro Vezza @pedro.vza.net · 26/09/2026
Really depends. Up until Opus 5.5 he kept insisting in using Fable and Astra for everything. From my experience what's driving up my costs are adversarial reviews. Some PRs go for 7 or 8 rounds before a signoff. Agents (Opus+) keep saying the findings are legit so it's hard to cut them short.
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Pedro Vezza @pedro.vza.net · 26/09/2026
I don't have a problem. YOU have a problem.
 Dark dashboard titled “SOLIDWORKS FARM DESKTOPS” shows 5/5 live desktops, refreshed every second, with a lease through 2026-09-26T04:12:32Z. All five tiles are marked READY. Their
 SOLIDWORKS windows show a black knob, a long threaded screw, a white cylindrical part partly covered by a cookie notice, a large gear, and a mechanical assembly.
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Pedro Vezza @pedro.vza.net · 26/09/2026
Current AI harnesses are definitely not optimized for CAD work. I only got the sketch sheet on the right because I asked for it beforehand.
 Dark terminal screenshot says the farm launch is awaiting Main’s GO, with an optional canary; nothing launches during
 the freeze. A vendor comparison for MHA-147 must run on “amet” or a worker with the file copied in because
 91375A106.SLDPRT is gitignored. It also says dtasm’s ACK and Main’s GO are pending, and PR2 awaits the user’s pick.
 Below, a “Rocker Q4” selection menu highlights the recommended choice: “(a) axial #2-56,” described as giving a 2.07
 mm shaft wall, meeting the 2.0 mm target, matching the photos, and using Ø8 washers. Other options listed are axial
 #4-40, radial #2-56 in a Ø16 ball, and radial #4-40 in a Ø19 ball. Engineering comparison sheet titled “#743 Q4: rocker pivot shaft (MHA-065) retention at the bracket ear (MHA-123),”
 with three scaled section views; inboard is left. (a) Axial end screws: a #4-40 screw gives 1.73D thread engagement
 and 1.74 mm of shaft wall; #2-56 gives 2.07 mm. This option matches the photos and avoids a ball, but needs Ø8
 washers. (b) A radial #2-56 set screw in the existing Ø16 ball gives 1.65D engagement; the ball extends 3.2 mm past
 the ear’s inner face into the washer space. (c) A radial #4-40 in a Ø19 ball gives 1.67D engagement; the ball extends
 5.1 mm past the ear and interferes with the hub or washer unless moved outboard. The drawing notes that the larger
 ball reuses MHA-147. Bracket is black, shaft blue-gray, balls gray, screws gold, and end hub light blue; a scale bar
 marks 10 mm.
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Pedro Vezza @pedro.vza.net · 25/09/2026
I'll do anything but learn DB basics. I don't care I can connect to a DB from Excel via ODBC.
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Pedro Vezza @pedro.vza.net · 25/09/2026
Oh, it's worse than that it seems from the title alone. You can nest values inside nested values inside a cell.
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Pedro Vezza @pedro.vza.net · 25/09/2026
How's your experience with omp so far?
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Pedro Vezza @pedro.vza.net · 23/09/2026
I don't know what kind of witchcraft Anthropic did but Opus 5.5 is crazy token efficient. I left a 20 agent swarm working today for 12 hours and my usage was something like 15% of my weekly usage whereas I would have consumed 50% with Opus 5.
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Pedro Vezza @pedro.vza.net · 23/09/2026
Anthropic quietly gave subscribers a banked reset, valid for a month. Don't forget to use it!
Claude.ai settings page, usage tab. Plan usage limitsMax (20x)
Current session
Resets in 4 hr 7 min
12% used
Weekly limits
Learn more about usage limits
All models
Resets Mon 1:00 AM
78% used
Fable
Resets Mon 1:00 AM
88% used
Resets

Get extra wiggle room to explore Opus 5.5. Expires Oct 22.
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Pedro Vezza @pedro.vza.net · 22/09/2026
We need Lina Kahn back at the FTC immediately
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Pedro Vezza @pedro.vza.net · 22/09/2026
OpenAI getting rid of Terra is too on the nose of a metaphor.
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Pedro Vezza @pedro.vza.net · 22/09/2026
It's crazy how long it got neglected given that Luna level models are good enough for something like 75% of the work.
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Pedro Vezza @pedro.vza.net · 22/09/2026
First impression of MiMo v2.6 Pro are quite good. Clear thinking trace and not overly verbose in medium mode. Used less common omp tools like learn properly on the first try. Tokens per seconds are good. And, obviously, cost is awesome. Curious to try the ultrafast mode later.
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Pedro Vezza @pedro.vza.net · 20/09/2026
What a depressing state of affairs
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Pedro Vezza @pedro.vza.net · 20/09/2026
bsky.app/profile/thso...
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Reposted by Pedro Vezza
Matt Hodges @matthodges.bsky.social · 19/09/2026
Very quick and dirty Jev test for hiring bias. One resume for a Wall Street job; asked whether the applicant should get a first-round interview. 76 evaluations, changing only the first name. 19 of each: White-associated men/women, Black-associated men/women. console.typesafe.ai/playground?s...
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Pedro Vezza @pedro.vza.net · 18/09/2026
Genuine sharp point. And the difference matters.
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Pedro Vezza @pedro.vza.net · 18/09/2026
Microsoft runs on Fiddler. So much so that it's documented multiple times. Eric deserves a prize for not only developing it but also its spiritual successor. www.google.com/search?clien...
google.com
Google Search
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Reposted by Pedro Vezza
Retweeted by Theo - t3.gg [UNOFFICIAL] @theo-mir-rt.selfhosted.social · 10/08/2026
RT @composio: Here’s how the 4 new harnesses scored: - Pi Agent passed 20 of 30 tasks. Deep Agents (by LangChain) passed 16 of 30 tasks. Hermes Agent passed 15 of 30 tasks. Prime Agent passed 15 of its 24 valid runs (6 runs were excluded; more on that later).
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Pedro Vezza @pedro.vza.net · 18/09/2026
I think some of this cost is actually due to a cache invalidation bug in omp that I reported (github.com/can1357/oh-m...).
github.com
perf(hindsight): mental-model TTL refresh rewrites the active Anthropic cache prefix · Issue #11961 · can1357/oh-my-pi
Description A long Anthropic session with Hindsight enabled repeatedly fell back to the same 23,807-token cache floor and rewrote 266K to 580K tokens. The persisted session points to Hindsight's fi...
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Pedro Vezza @pedro.vza.net · 18/09/2026
As expected, lots of part fitting bugs caught and fixed as the assembly doc was authored but agents did a great job in the end. $1100 in API equivalent costs. $700 Opus + $325 Fable + $75 Astra. 54 subagents in total, <5 in parallel.
Sheet 1 of 3 of engineering drawing MHA-A04, "frame assembly," rev v36, from Albert Michelson's Harmonic Analyzer: A Project For Hobby Machinists. At left, a small 1:8 front elevation of the frame in working position, with section arrows A-A at the base joint and B-B at the top joint, dimensioned to a top cross-bore axis height of 1018.0 mm (reference 1044.8). Center and right are two hatched section views at 1:3 — Section A-A through the base plate and Section B-B through the top casting, both showing the four rounded corners where tubular columns pass through, cross-bore screw holes, an internal rib structure, a gooseneck hub with set screw at left, and the engraved maker's nameplate at right. Title block gives general tolerances (.X ±0.8, .XX ±0.51, .XXX ±0.13, drilled holes +0.10/0, angles ±1°), "remove burrs and break sharp edges R0.25 or chamfer 0.25 max," threads UNC/UNF class 2A/2B, finish and material "see component drawings," third-angle projection, units mm.Sheet 2 of 3 of engineering drawing MHA-A04, "frame assembly," rev v36. Top is a 10-row bill of materials: 1 MHA-035 two-plate frame base (qty 1); 2 MHA-083 open-end tubular frame column (4); 3 MHA-089 rocker-arm support casting (1); 4 MHA-039 1/4-20 x 5/8 hex-head screw, 18-8 SS (4); 5 MHA-077 top-frame casting (1); 6 MHA-133 steel push-on cap for 1 in OD tube (4); 7 MHA-086 engraved brass maker's nameplate (1); 8 MHA-030 brass #4-40 x 1/4 fillister-head slotted screw (4); 9 MHA-132 zinc-plated steel #10-32 x 1-3/4 narrow fillister-head slotted screw (8); 10 MHA-118 steel 1/4-20 x 5/8 square-head cup-point set screw (1). Below is a tall isometric exploded view at 1:7, rendered in teal and grey: a dark rectangular base plate at the bottom, four vertical silver tubular columns rising from it, the teal top-frame casting floating above with push-on caps and screws exploded off it, the triangular rocker-arm support casting and the nameplate pulled clear of the base. Balloon callouts 1–10 point to each part. Caption: "Exploded view 1:7 — see sheet 3 for installation order."Sheet 3 of 3 of engineering drawing MHA-A04, "frame assembly," rev v36. The left two-thirds is text. "Match-fit and assembly sequence," ten steps: rough-cut the MHA-083 columns oversize and fit each to its assigned MHA-035 socket as a close hand-slip with no perceptible rock, retaining orientation match marks; pilot-transfer the lower cross-bore axis through both tube walls using the existing casting bores, then enlarge both walls to dia 5.00 so the MHA-132 shank passes freely without thread contact; reseat the columns, fit the MHA-077 top casting with its hub opposite the nameplate end, and set every cross-bore axis to the controlling top-axis height from sheet 1; final match-cut each column to its actual base/top/cap stack; repeat the pilot-transfer at the top axis; reassemble and install eight MHA-132 screws from the pilot-drilling side; verify cap recess clearance and push the caps on; seat the MHA-089 casting with four MHA-039 screws; install the nameplate with four MHA-030 screws; start MHA-118 in the gooseneck hub with its cup point clear. Below, "Assembly-only checks" lists five verification items covering match-mark alignment, screw-head seating and thread engagement, cap seating and undistorted tube ends, flatness of the casting and nameplate, and an unobstructed gooseneck bore. At right is an isometric render of the finished assembly at 1:7 — teal base and top frame, four silver columns, triangular support casting and brass nameplate on the deck.
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Reposted by Pedro Vezza
mr. TIM @timkellogg.me · 18/09/2026
2 days probably-lang.southpolesteve.workers.dev
probably-lang.southpolesteve.workers.dev
Probably — a programming language for LLM workflows
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Pedro Vezza @pedro.vza.net · 18/09/2026
The name is misleading now. It has long diverged from pi and v2 is a rewrite so direct comparisons with pi no longer apply.
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Pedro Vezza @pedro.vza.net · 18/09/2026
Does anyone else agree? It may come with too many bells and whistles out of the box but it's easier to turn off some annoying features, like snapcompact, than to customize pi from scratch. I like it.
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Pedro Vezza @pedro.vza.net · 17/09/2026
Hungarian notation strikes back
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Reposted by Pedro Vezza
Amtrak Cascades @amtrakcascades.wsdot.wa.gov · 17/09/2026
NEW AMTRAK CASCADES TRAINS START SEPTEMBER 30. You can experience the new Amtrak Cascades trains beginning September 30. Four daily trains will be operating as new trainsets. Trains 503, 508, [SEA-EUG] 516 and 519 [SEA-VAC]. See the schedule at AmtrakCascades.com. Read more at: media.amtrak.com/
A new Amtrak Cascades train cruises up the tracks in style south of Tukwila with Mt. Rainier rising majestically in the background under a light blue sky with trees fringing the photo. The new train sports evergreen, mocha and cream colors with gold nugget accents. There are two headlights on below the windshield of the train.
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Reposted by Pedro Vezza
David Shapiro (L/0) [UNOFFICIAL] @daveshapi-mirr.selfhosted.social · 17/09/2026
Perfect. If you want to understand EA, read this
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Reposted by Pedro Vezza
Ryan Packer @typewriteralley.bsky.social · 16/09/2026
NEW: Alexis Mercedes Rinck has proposed an amendment to Rob Saka's SAFER Streets Act that would give the City Traffic Engineer explicit authority to implement street changes in historic districts (Pioneer Square, Pike Place) without getting the approval of the local boards.
Effect: Currently, physical changes in designated historic, special review, and
landmark districts are reviewed by community volunteer boards facilitated through
the Department of Neighborhoods. The authority of the City Traffic Engineer to
construct traffic control devices, such as markers, signs and signal devices, used
to inform, guide and control traffic, including pedestrians, motor vehicle drivers,
and bicyclists, in these areas is unspecified. This amendment would clarify that
the City Traffic Engineer’s authority is over all City right-of-way, including
designated historic, special review, and landmark districts. It would also specify
that traffic control devices in such areas are not subject to landmark designation,
nor do construction of traffic control devices require a Certificate of Approval1. The
amendment allows the Traffic Engineer to coordinate with the Department of
Neighborhoods or the landmark preservation boards to minimize design conflicts
in alignment with the historic, cultural, architectural, or geographic significance of
the district.
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Reposted by Pedro Vezza
mr. TIM @timkellogg.me · 16/09/2026
Mimo V2.6 Pro pretraining is in progress right now, and you can watch their dashboards as it progresses mimo.xiaomi.com/rl/
mimo-
• v2.6-pro
in progress
1d 10:59:42
started 2026-09-15 10:32 UTC
step 10
step 11: training• 1,640/1,568 accepted • 1h 33m in
dynsam/avg@n • A vs st...
0.590
40.026
cost so far
$719,357
tokens • step 10
2.22B
tokens • total
20.6B
samples trained
251k
train batch size × n
1,568 × 16 seqs
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Pedro Vezza @pedro.vza.net · 16/09/2026
It is super useful but this is your periodic reminder that you are inviting a remote code execution engine into your (personal) machine. Think about your threat model and act accordingly.
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Pedro Vezza @pedro.vza.net · 15/09/2026
The DOOM demo is fascinating
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