Coming · Autonomy
Four gates between a model and a bonder
Envelope, twin, autonomy gate, audit — why each exists, and what happens when one is removed.
9 min read
Journal
Notes from the back end.
Writing on advanced packaging, physical AI, yield economics and the engineering of trust — for people who would rather read an argument than a press release.
Featured · Yield economics
There is a structural asymmetry in semiconductor manufacturing that the industry has been slow to price correctly. A defect in the front end destroys a die that has consumed lithography, deposition and etch. A defect in the back end destroys a package containing several such dies — plus the interposer, the substrate, the bonding, the molding and the accumulated handling — all of it already paid for.
On a 2.5D module with three HBM stacks and two compute dies, the cost of a late-stage failure is not a marginal yield statistic. It is the entire accumulated value of the most expensive silicon in the supply chain, discarded at the last step, for a void that formed three operations earlier.
This is why perception at the point of formation matters so much more in packaging than a naïve reading of defect-density economics would suggest. Detecting a void at final inspection prevents a bad module from shipping. Detecting the process drift that produces voids prevents the module from ever being built.
And it is why yield in advanced packaging cannot be treated as a downstream reporting problem. By the time a yield management system has correlated the excursion, the material is gone. The only intervention that changes the economics is one that closes the loop between perception and control — in seconds, not shifts.
Recent
Coming · Autonomy
Envelope, twin, autonomy gate, audit — why each exists, and what happens when one is removed.
9 min read
Coming · Perception
What makes CT and X-ray perception hard in production, and why fab-edge inference is not a preference.
11 min read
Coming · Process
Sub-micron alignment with zero particle tolerance changes what "process control" has to mean.
8 min read
Coming · Data
Why a supervised engineer correction is worth more than a thousand unlabelled inspection images.
7 min read
Coming · Industry
Every incumbent owns a tool. The decisions that matter live between them, and that is the whole opportunity.
10 min read
Coming · Craft
A structural shortage that no recruitment budget resolves, and what encoding judgement actually requires.
8 min read
Chipira is pre-launch; the journal is being written alongside the design-partner programme. Ask us for early drafts — we would rather have them read critically than published unchallenged.
Editorial policy
No customer data, ever, including anonymised process detail that a knowledgeable reader could attribute. No modelled figure presented as a measured one. No competitor comparison we would not make to their face.
What we will publish: arguments that could be wrong, positions we have changed, and the reasoning behind engineering decisions that a reader might reasonably dispute. If a post does not contain something we could be held to, it is not worth writing.
Process integration leadIDM back-endThe most useful thing a vendor ever sent me was a post explaining why their own approach might not work.
Composite drawn from design-partner and industry conversations. Illustrative, not a customer endorsement.
Positions
Lithography gets the attention and the capital. But the number of accelerators that ship this year is decided by bonding, stacking and molding yield — and by how quickly a new package can be ramped.
Better inspection tells you about failure sooner. It does not prevent it. The economics change only when perception is wired to control, which is a much harder product and a much larger one.
Not through lack of capability, but through structure. A vendor that sells a bonder cannot credibly optimise a line containing five competitors’ tools, and its customers know it.
A fab does not grant write access because it likes you. It grants it because envelopes, twins, audit and revocation make the grant reversible and bounded. That is architecture, not relationship.
Themes
Why a point of yield on a CoWoS-class package is worth more than most manufacturing software budgets.
Perception, control and simulation applied to processes where the feedback is physical and the cost of error is material.
Grounding, envelopes, twin validation, immutable audit and graduated autonomy as engineering surfaces rather than compliance artifacts.
Hybrid bonding, HBM stacking, fan-out and panel-level, molding and underfill, warpage and the physics behind each failure mode.
Encoding judgement that exists only in a few thousand heads, and what happens to an industry when those heads retire.
What it is actually like to sell, deploy and iterate software inside a semiconductor manufacturing organisation.
Context we keep returning to
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We would rather send you a draft and have it dismantled by a process engineer than publish it and be right in private.