Blog

easy alpha

the automation gap is not about models, it’s about the boring stuff nobody wants to own
Strategy
Technology

most AI value in industry is sitting on the table because nobody is doing the basics. the bottleneck is not the models. it is clean data, clear ownership, and the ability to iterate fast.

26-Jan-26

the compression contract

how to build small models of big reality without lying to yourself
Technology
Strategy

every serious system runs into the same wall: reality is too large to hold. you either keep everything raw and drown, or you compress and risk deleting what mattered.

19-Jan-26

the integrity stack

why most success advice fails under load
Strategy
Reflections

most stagnation is a coherence failure, not a motivation shortage

12-Jan-26

the argument that taught me something about prompts

why small words, implied agency, and framing drive big interpretive fights
Reflections

a theological argument about istighatha as a compact model for why prompts are fragile, because meaning depends on implied agency as much as words.

06-Jan-26

chokepoints all the way down

what winning software looks like when reality doesn’t bend
Strategy
Technology

heavy industry is not short on software. it is short on software that survives contact with reality.

30-Dec-25

borrowed time

on energy markets, the stories we trade, and the difference between noise and signal
Energy & Climate
Finance & Markets
Strategy

most of what moves energy markets is narrative premium running ahead of reality

23-Dec-25

why tokenization usually makes things worse

the mistake is thinking it solves coordination problems when it only solves administration problems
Energy & Climate
Finance & Markets

tokenization only helps when you have the same problem hundreds of times. for everything else, it makes things worse. here’s what i learned modeling infrastructure deals.

17-Dec-25

the three tipping points

why this moment matters more than the 80-year cycle suggests
Technology

AI, clean energy, and bioengineering are hitting their tipping points at the same time. the question isn’t whether change is coming, but what we’re building.

10-Dec-25

ranking AI investments by yield

eight columns that force discipline before committing capital
Strategy
Technology

an eight column framework for ranking AI investments by computable ROI and yield. applied to a large industrial portfolio.

03-Dec-25

heavy industry’s carbon problem is already solved

the technology exists. canada is proving it. the barrier is deployment, not innovation.
Energy & Climate

canada’s heavy industries emit 78 mt co2 annually. every solution needed already operates somewhere in the country. here’s what deployment actually looks like.

27-Nov-25

canada’s carbon management architecture: engineering a $15 billion market

Energy & Climate
Policy

how federal and provincial policies create north america’s most complete CCUS framework

20-Nov-25

what i’m excited about in co2-to-fuels

mapping the near-term plays in e-saf, e-methanol, and co2-to-ethylene
Energy & Climate
Technology

exploring where co2-to-fuels can first scale: e-methanol at pulp mills, e-saf at steel hubs, and co2-to-ethylene at crackers. the trade-offs, the risks, and the reasons to be excited.

13-Nov-25

modular e-methanol innovation

why distributed plants at pulp mills can unlock green fuel economics
Energy & Climate
Technology

pulp mills vent millions of tonnes of CO₂ every year. small modular plants can turn that waste into methanol and flip the economics of green fuel

07-Nov-25

fixing the plumbing in carbon markets

why small technical rules make or break big climate goals
Energy & Climate
Finance & Markets
Policy

carbon markets look broken because the plumbing is. here is why simple triggers, reporting, and guardrails can restore credibility at low cost.

31-Oct-25

benefits that compound

why the best organizations treat values and benefits as a system
Reflections

strong organizations do not rely on perks alone. they align pay, time, flexibility, and growth with clear values so performance compounds instead of burning out.

24-Oct-25

move at the speed of trust

why scaling new technology depends on people more than code
Energy & Climate
Reflections
Technology

carbon removal projects live or die on trust. the same is true for startups. here is why building with communities is the real scaling function.

18-Oct-25

the curve that matters

how a four line model shows the real energy transition
Energy & Climate
Technology

a simple model shows that if clean energy keeps outgrowing demand, fossil fuels peak and decline. the debate is noisy, but compounding is what bends the curve.

11-Oct-25

climate strategy as engineering

Energy & Climate

tracing every carbon leak, patching, and shipping a clean build

04-Oct-25

the shape of data work

why data science is really about plumbing, not algorithms
Technology

everyone thinks data science is about algorithms. it’s not. after years of building data systems, here’s why 80% of the work happens before any model gets built.

28-Sep-25

the bioenergy blind spot

Energy & Climate
Policy

flawed carbon accounting derails net-zero plans

21-Sep-25

canada’s carbon bet - ccs policies

Energy & Climate
Technology

$23b for ccus and a net-zero goal

14-Sep-25

cracking the ccus code: why purity trumps everything

Energy & Climate
Strategy
Technology

from heat-and-mass balances to a mental shortcut. how inlet purity cuts through ccus complexity fast

08-Sep-25

canada’s clean fuels regs: the arbitrage window

Energy & Climate
Finance & Markets
Policy

regulations went live before the supply chains existed. documenting the weird pricing and arbitrage opportunities that emerge when policy meets reality.

01-Sep-25

some early thoughts on field-agnostic dd for cleantech

Strategy

preliminary thinking on a 7-layer framework for evaluating diverse cleantech technologies without deep expertise in every field. work in progress.

25-Aug-25

mapping the flows: understanding alberta’s carbon economy as a system

visualizing how money, incentives, and decisions connect in carbon pricing systems
Energy & Climate
Finance & Markets
Policy

a systems view of how carbon pricing creates an economy of interconnected flows. mapping the machinery that most people never see.

19-Aug-25

pulling carbon from thin air: the dac reality check

why i’m cautiously optimistic about carbon engineering
Energy & Climate
Technology

carbon engineering wants to pull co2 from air at $100/tonne and make jet fuel. bill gates is in. after modeling the economics, here’s why dac might actually work.

12-Aug-25

financial evaluation of pathways ccs incentives

optimizing carbon capture economics through policy design
Energy & Climate
Finance & Markets
Policy

ran some models on pathways ccs incentives. accidentally discovered how to break capitalism with a 70% tax credit. here’s why infinite irr is a bug, not a feature.

05-Aug-25

theory driven alpha models

or: how i learned to stop worrying and love systematic thinking
Finance & Markets
Strategy

a framework for thinking systematically about returns. from equity research to building python tools for alpha generation.

30-Jul-25

five fault lines in a clean-tech portfolio

Energy & Climate

analysis of two dozen cdn clean-tech projects reveals five recurring patterns of failure. understanding these structural fault lines is critical.

23-Jul-25

when larry fink discovers infrastructure

how wall street finally noticed what engineers have been saying for decades
Energy & Climate
Finance & Markets

larry fink wants to put pipelines in your grandma’s portfolio. the $68 trillion infrastructure bill is due and suddenly everyone’s an infrastructure expert.

16-Jul-25

the renewable energy reality check

why my solar panels tell a different story than the headlines
Energy & Climate
Finance & Markets
Reflections

from working on utility-scale solar to watching offshore wind stumble. an honest look at why the renewable transition is harder than anyone wants to admit.

10-Jul-25

between things

thirteen years across energy, finance, and policy. then a deliberate pause.
Energy & Climate
Reflections

thirteen years across engineering, finance, and policy. I got good at each one. then I left.

03-Jul-25
Hammad Shah
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