Ideas, cases and perspectives from Cosen Lab
Understanding what comes before what comes next.
Artificial intelligence, cognitive systems, governance and knowledge: how the relationship between people and technology is changing, seen through the work we do every day.
Featured · Enterprise systems · 6 min
AS400 meets IRIS Core AI
An intelligence layer on top of existing systems, without changing how they work.
Ideas put to the test
in real-world cases.
How IRIS principles become tools at the sales counter, in the warehouse and in pricing decisions.
CoPilot Vendor
The right product in 2 minutes, with margins protected.
Read the case study
Logistic Intelligence
Stock decisions read across the entire network.
Read the case study
Price Intelligence
Pricing grounded in context, not gut feeling.
Read the case studyOne question.
One point of view.
Short arguments you can read in a minute, not an hour.
Probably not. But it may change where intelligence lives in enterprise architecture: business systems remain the system of record, while a new layer prepares context, alternatives and rationale for the people who decide.
Storing previous messages and preserving meaningful context are not the same problem. Useful memory also remembers why something mattered, who was involved and what came next.
The more important a decision, the more it matters to separate preparing the decision from the authority to make it. AI can prepare options and evidence; accountability stays with people.
Five themes.
A changing landscape.
A deliberately small taxonomy for navigating the ideas that recur in Cosen Lab’s work. Alongside the published case studies, the essays in progress.
11 entries
- 01Enterprise systemsCase studyAS400 meets IRIS Core AIAn intelligence layer on top of existing systems, without changing how they work.Read 6 min
- 02Enterprise systemsCase studyCoPilot Vendor: the right product in 2 minutesCounter-side search, alternatives and protected margins in every negotiation.Read 4 min
- 03Enterprise systemsCase studyLogistic Intelligence: stock decisions across the whole networkBranches, warehouses and transfers read as a single network.Read 5 min
- 04Governance and trustCase studyPrice Intelligence: pricing with contextMarket signals, internal costs and a sustainable price corridor.Read 5 min
- 05Cognitive systemsEssayCognitive infrastructureThe next layer of digital systems will not just manage information: it will preserve context.Coming soon8 min
- 06Governance and trustEssayThe more capable AI becomes, the better governance must beCapability changes the governance problem. It does not make it go away.Coming soon6 min
- 07Cognitive systemsEssayWhy memory can matter more than a bigger modelWithout continuity, people end up rebuilding context from fragments.Coming soon7 min
- 08KnowledgeEssayFrom information retrieval to evidence-based knowledgeFinding is only the beginning when decisions depend on provenance and reliability.Coming soon5 min
- 09Enterprise systemsEssayThe intelligence layer above existing systemsBusiness systems remain the system of record; a new layer prepares the context for better decisions.Coming soon8 min
- 10Governance and trustEssay“Human control” is an architecture, not a clauseHuman authority matters when accountability and escalation are designed into the system.Coming soon6 min
- 11Artificial intelligenceEssayThe application is no longer the natural unit of digital workIntent, context and continuity cut across the boundaries of individual applications.Coming soon7 min
Ideas become useful
when they hold up to repetition.
Four series that follow recurring questions across products, research and architecture, and the five principles we always return to.
Cognitive infrastructure
Memory · context · intent · decision
Governed AI
Control · evidence · provenance · trust
Enterprise intelligence
Existing systems · digital twins · decision layers
Future interfaces
Adaptive interfaces · intent · experience
- 01
Human control
Technology should extend human agency, not obscure accountability.
- 02
Evidence first
An answer is worth more when its foundations can be verified.
- 03
Context matters
Information without context is rarely enough to decide.
- 04
Memory creates continuity
Preserve not only what happened, but why it mattered.
- 05
Governance by design
Control is architecture, not an afterthought.
05 · Stay close to the ideas