Chapters 3 matrum 4-ku idaiyil

The Workshop

Nee kathuk kittadhu ellam, oru conversation dhooram-la.

One-shotting-a niruthu.

Intha point-ku un kitta oru toolkit iruku: building blocks, Socratic method, context engineering, system prompts, tokens.

Practice-la, nalla results single prompt-la irundhu almost never varuma. AI-laindhu athigamaa pera yarellam nalla use பண்ravangala avanga idha collaborator maadhiri treat பண்raanga. Nee goal-a share பண்ra, model oru swing eduthudhu, nee push back பண்ra, adhu rewrite பண்rudhu, nee context add பண்ra, adhu meendum try பண்rudhu. Naalu ainju rounds aprum, answer land aaga aarambhikum.

Prompting oru conversation.

Ovvoru technique-um oru move.

Conversation ulla, nee kathuk ittadhellam nee பண்ra mudira oru move aagidum:

Anju building blocks-ஓட open பண்ணu: Role, Task, Format, Constraints, Examples. (Ch1)

Un goal vague-aa irundhaa, build பண்ra munnadi AI-ஐ un-a interview பண்ṇa vidu. Adhaan Socratic move. (Ch2)

Stakes high-aa irundhaa, context-a carefully pack பண்ṇu, enna vittudhu-nu enna keep பண்ra-nu oru maadhirikke yosi. (Ch3)

Problem-ku reasoning thevai irundhaa, model-a step by step yosikka sollu. (indha vishayam pathi oru nimisathla innum)

First draft sariyaa illa-na, iterate பண்ṇu. First try-la yaarum nail பண்radhu illa, professionals-um.

Indha moves ellaame onne maadhiri velai பண்rudhu: AI actually useful-aa irukkira conversation set up பண்ra un-kku help பண்rudhu.

Innoru move

Chain of thought, surukkaa.

Chain of thought-nu oru famous prompting trick iruku. Un prompt-la "think step by step" phrase add பண்ra, matrum hard problems-la model-oda accuracy noticeable-aa jump aagum. Model smarter-aa aagala. Avan kitta ippo scratch paper iruku, adha use பண்raan.

Trick romba nalla velai seydhadhu-la researchers automate பண்ṇi vittaanga. Nee probably kettu iruka reasoning models (Claude Extended Thinking, OpenAI o-series, DeepSeek R1) basically chain of thought neraa model-la build aagirukku. Answer kuduka munnadi step by step yosikkuma, nee kekka vendamey.

Idhu oru nalla question-a raise பண்rudhu. Model already than-aa reason பண்navudhu-na, human enna innum table-kku kondu varaan?

Conversation. Chain of thought prove பண்ṇi kaattudhu athigama thinking nalla answers kudukkum-nu. Same rule oru level mela-um nelladhu: athigama back-and-forth turns innum nalla answers kudukkum. Oru model than-aa reason பண்radhu useful. Un kooda reason பண்ra model usually real quality varudha place.

Keezha irukkira workshop adha practice பண்ra oru place.

Un murai

The Ultimate Prompt Builder.

Idhapurathula oru recipe select பண்ṇu, use பண்ra vendiya moves-a on பண்ṇu, result-la happy aayira varaikum AI kooda turn by turn work பண்ṇu.