“Don’t Shout, Scaffold”: Notes from a Man and His Dog
This week I spent a more concentrated effort explpring OpenAI’s Prompt Optimizer and watch it take one of my “old faithful” prompts and redraw the play: same goal, cleaner spacing. With clearer roles, rules, and references, the model stopped guessing and started delivering.
While I have not blogged my workflow for this yet, I do have my latest podcast posted which is a great listen where Camp has one of many great one liners such as, “We don’t just think outside the box, we act outside the box.” Podcast #218.
Theme Statement For This Issue: Strong results come less from magic words and more from scaffolding context, the trellis that lets understanding grow.
Questions to Ponder as You Read:
Where am I over-engineering prompts instead of clarifying context?
What analog trellises (routines, constraints, checklists) quietly improve my teaching or team?
What am I ready to let go of both physically or digitally to make room for better work and living?
Role, Rules, References > Magic Words
Tech/AI Idea: I’ve been testing OpenAI’s Prompt Optimizer to refine prompts I use across ChatGPT Projects, Copilot agents, and Gemini Gems. Biggest wins: (1) explicit role and audience, (2) crisp output spec (schema, length, tone), (3) gentle guardrails for edge cases. Try it: Optimize in Playground. I am going to be writing up a technical write up of four of them I have been revising and testing to get a quality result soon.
Personal Example: An old meeting-notes → “one-pager for admins” prompt leveled up after I added a tiny JSON-ish outline + a 2-sentence exec summary. Suddenly the outputs were consistent enough to trust in PD docs.
Connection to Theme: When I lead with context prompts (role + rules + references), the model spends less time interpreting and more time working.
Hype Watch: Sora 2 (Context Still Wins)
Tech/AI Idea: Sora’s invite-only app is rocketing up charts (hit #3 in the U.S. App Store within ~48 hours), and my feed is full of 10-second AI clips. The best ones aren’t accidents(well maybe some are), they’re well-scaffolded prompts with beats, camera cues, and audio notes. Useful reads/takes: TechCrunch on the surge and thoughtful caution threads on dual-use, information ecosystems, and mental health (thread 1, thread 2).
Personal Tie-in: I’m still code-less and happily doom-scrolling on socials to see what is being created, but the lesson mirrors my Optimizer tests: even for video, shot list + constraints > “make something cool.”
Connection to Theme: Context > commands, in text and video. Yes, I keep hammering this concept but I continue to see so many who are still trying to learn prompt engineering when the models have moved beyond and context is more important now.
For Jane: Hope as a Framework, Not a Feeling
Tech/AI Idea: In prompting, the right context changes everything. Jane Goodall modeled that in life: she built conditions such as youth programs, stories, local action, where environmental care could grow. News of her passing at 91 landed hard and righted my compass toward designing for hope-as-structure, not hope-as-slogan. (Zoe Weil’s remembrance is a must-read on the IHE blog.)
Personal Tie-in: Years ago I supported lessons connected to the Innovation Lab Schools Global Goals work that was very Roots & Shoots in spirit. Give students a map, a purpose, and local levers; then step back. It still shapes how I design PD and projects. Revisiting this work, Jane support, her message, and the students across the world impacted I am reminded of awesome work I was part of and want to return to this impact again. Check the site out Book
Connection to Theme: Hope can be engineered: roles, ethical constraints, tangible references, the same architecture behind good prompts.
I Remember, Therefore I Let Go
Tech/AI Idea: Joe Brainard’s I Remember form is basically a human-grade context engine: one constraint (“start each line with I remember…”) that surfaces vivid specifics you didn’t know you needed. (If you’re new to Brainard, start here: Tibor de Nagy – Estate of Joe Brainard.)
Personal Tie-in: A new show, Lowdown, nudged me back to Brainard; reading Dan Brown’s The Secret of Secrets added another spark. Together they surfaced a truth: I’ve been holding too many things as if they hold the memories for me. They don’t. Letting go (one box at a time) is making room for the memories to speak. (Book)
Connection to Theme: For decluttering, my “context prompt” is three lines on an index card: I remember… / I no longer need… / I’m keeping the story, not the stuff. That tiny scaffold has moved more items out of my house than any productivity hack.
And a note on memory that I feel like I have so much I am processing in the moment I keep forgetting so many things. My memory is terrible. So much so that I thought i have never heard of the Brainard ever in my life until the TV show to find out that when I was looking for a book of his I had indeed bought it already back in 2020(thanks Amazon). Now, do you think I can actually find that book?
Microsoft Corner: Agent Mode + Office Agent, and a Fresh Look
Tech/AI Idea: Microsoft announced Agent Mode inside Excel and Word and an Office Agent in Copilot chat which is an agentic workflows that can plan multi-step tasks, iterate, and verify results inside familiar Office artifacts. Excel’s Agent Mode “speaks Excel,” generating models, charts, and checks; Word’s Agent Mode turns drafting into a dialogue; Office Agent in Copilot chat can research and produce ready-to-share decks/docs with live previews. Rollout starts via the Frontier program (web first; desktop coming). Microsoft
Personal Tie-in: For educators/admins, this means: batch “meeting notes → exec one-pager,” “curriculum outline → slide deck,” or “budget data → trend visuals” in-app. Pair with your context card (audience, tone, schema) and the outputs tighten up.
Design Note: Microsoft is also refreshing 10 core Office app icons that are more curvy, colorful gradients, improved contrast and small-size legibility, rolling out across web, desktop, and mobile. It signals a Copilot-centric design language taking over Microsoft 365. The Verge
Connection to Theme: Tools improve, but the wins come from context scaffolds of role clarity, constraints, and references no matter the vendor.
Digital Challenge
Paste one of your go-to prompts into Optimize → select a goal (accuracy or structure) → apply revision → A/B the original vs. revised on the same input. Score each on clarity, faithfulness, and reusability. Keep the winner in a “trusted prompts” doc or use another tool like I used the Canned Response Chrome extension to save prompts instead of feedback prompts from my days of grading.
Or make your own version of the image I made for this newsletter.
Fun Image Prompt to Try (cleaned + with your references) Change the bracket portion to your needs
Retro-futurist neighborhood (vertical). Golden-hour, pastel mid-century houses with chrome accents. Mid-century cars parked along the road. [A stylish woman in a vintage 1950s dress and sunglasses] rides a sleek light-blue hover motorcycle (no wheels), levitating smoothly above the street. Photorealistic, ultra-detailed, cinematic HDR, 8K realism, sharp focus, elegant natural lighting. —ar 9:16 —style raw —v 7
Optional references: include two photos of me and my dog (match facial structure & color grading across shots).
Analog Challenge
Tell, Don’t Shout (Le Guin Cards). Copy this line into your notebook or onto an index card, then act on it this week:
“Every act of communication is an act of tremendous courage in which we give ourselves over to two parallel possibilities: the possibility of planting into another mind a seed sprouted in ours and watching it blossom into a breathtaking flower of mutual understanding; and the possibility of being wholly misunderstood, reduced to a withering weed.” from Ursula K. Le Guin via The Marginalian
Then add one favorite quote/passage/new fact from whatever you’re reading. Optionally share it. The aim is contextful sharing: give a line, name why it matters, invite a response.
Songs of the Week
It’s the cultural weather system this week and worth a listen just to feel the zeitgeist shift as Taylor Swift has the power to do whether you like her or not.
Rainbow Kitten Surprise release a new song Tropics that I love. This band is a go to in my ear holes.
What are you vibing to this week?
Art & Humanity
Telling Is Listening — Ursula K. Le Guin (via The Marginalian)
Communication as courageous seed-planting risking misunderstanding to reach understanding.
Connection to Theme: Context is our trellis. The care we take in how we frame a message (role, audience, constraints, references) determines whether it flowers into understanding or withers into noise online, in classrooms, and in our prompts.
Closing Reflection / Question
If you rewrote your next ask to a colleague or to a model as pure context, what would you remove? And what quiet trellis would you leave behind?