Insights

Notes from the Vesprr team

Engineering stories, technical write-ups, and company updates across machining, tooling, software, and AI.

#reshaped-v3

Uzair bin HaroonSep 24, 2026

What is Jev? TypeSafe AI's model that returns types, not text

Jev returns a typed value and its probabilities instead of a sentence, at $0.042 per million input tokens. What it does, what it gets wrong, who it suits.

AI modelsJevTypeSafe AI

Intrinsic Core: how to quote a client project built on it

Software

Uzair bin HaroonSep 23, 2026

Intrinsic Core: how to quote a client project built on it

Apache-2.0, no support contract and date-stamped releases. Pin the tag in the contract, quote time and materials, price every bump as a change order.

Intrinsic Coreopen source roboticsreal-time control

Robot loading your CNC: the three signals your machine needs

Workshop

Amir KhanSep 23, 2026

Robot loading your CNC: the three signals your machine needs

Before you cost a machine tending cell, check three things: can the door open on a signal, can the vise clamp on one, can cycle start take a pulse?

machine tending robotCNC automationIntrinsic OMTS

Tools

Zohaib MasoodSep 23, 2026

VDE tools: what IEC 60900 covers, and what it does not

IEC 60900:2018 covers insulated hand tools up to 1 000 V AC and 1 500 V DC — and nothing else. Three questions to ask against a part number before you order.

VDE insulated toolsIEC 60900Toptul VDE

Sadaf MasoodSep 23, 2026

US machinery lead times: why yours is negotiable

American factories ran at 75.7% of capacity in August, below their long-run average. A long lead time there is a queue position, not a full shop floor.

US industrial productionFederal Reserve G.17capacity utilization

Agent sandbox escapes: five versions to check today

Software

Amir KhanSep 22, 2026

Agent sandbox escapes: five versions to check today

Four coding agents were escaped by opening someone else's repository, and the hypervisor under them too. The fixed versions, and four git lines for CI.

Codex sandbox escapeClaude Code 2.1.247Cursor CLI

Uzair bin HaroonSep 22, 2026

Your bar stock is imported now: three things to change

Mills made a third less billet while assembly lines nearly doubled truck output, so the bar came in a container. What that changes at the machine.

steel billetsimported steel pricemachine shop

Ordering at the China hardware show: will it ship in time?

Tools

Uzair bin HaroonSep 21, 2026

Ordering at the China hardware show: will it ship in time?

No. Golden Week stops the factories on 1 October and Shanghai is queueing ships, so a fair handshake sails in November. Reorder your wear items this week.

CIHS 2026China International Hardware ShowGolden Week

AI agents: what actually stops one reaching a live system

Software

Zohaib MasoodSep 21, 2026

AI agents: what actually stops one reaching a live system

A network allow-list and an automatic halt. Four labs found their agents on real systems after a prompt told them they had no internet access.

Google GeminiAI agent securityIrregular

How to get a machine quote back fast after AMB and IMTS

Workshop

Sadaf MasoodSep 21, 2026

How to get a machine quote back fast after AMB and IMTS

Send the RFQ complete: drawing, material, batch size, delivery date. Sales desks left Stuttgart with project lists and quote whoever is closest to an order.

AMB 2026IMTS 2026machine tool fair

Amir KhanSep 21, 2026

Fix the steel price in your Q4 quote, let the machine wait

Steel arrivals fell 45% in a month while the landed price rose. Machinery imports fell 32%. Lock the metal line; let the equipment quote age.

machinery importscrude oilsteel prices

Tools

Sadaf MasoodSep 18, 2026

Makita bought Panasonic's tools: can you still get EY spares?

Yes — support continues under the existing framework for now. But Makita lists support in five countries, so get four things in writing per order.

Makita Industrial ToolsPanasonic EY tools supportPanasonic pulse tool spare parts