Moetsi oa liteko

Ntlafatsa mosebetsi, sehlopha, kapa faele e felletseng'me u fumane sephutheloana se felletseng sa tlhahlobo - liketsahalo tsa tsela e ntle, liketsahalo tsa edge, liketsahalo tsa bothata, le (ka ho khetha) liteko tse nang le thepa. Khetha liteko tsa ho hlahloba ka ho hlakileng (pytest / unittest / Jest / Mocha / Vitest / JUnit / Go test / RSpec / PHPUnit / XCTest / jj.) hore tlhahiso e lumellane le liketsahalo tsa projeke ea hau.

Diffblue Cover ke Java feela'me e qala ka $ 50 / dev / khoeli ka mor'a hore e be le li-projects tse nyane. Codium AI (kajeno Qodo) e mahala bakeng sa batho ba' ngoe le e' ngoe empa e na le ts'ebeliso e boima ea ts'ebeliso le mokhoa oa ho hlahloba unit o ntlafalitsoe bakeng sa li-patches tsa IDE-inline, eseng li-suites tsa faele ea ho qetela. Tabnine e hokahanya ho hlahlojoa ho ea ho $ 12 / mo Pro plan. Free.ai ke 100% e mahala ka tlas'a token pool ea letsatsi le letsatsi, e tšehetsa li-frameworks tsa 9 ka lipuo tsohle tse kholo, mme e u lumella ho khetha lithahasello tsa ho kopanya ka ho hlaka (e thabile / e ka morao / liphoso / e nang le thepa).

Python: pytest bakeng sa projeke e ncha (e ncha, li- fixtures, parameterize), unittest bakeng sa stdlib- feela li- constraints. JavaScript: Vitest (e potlakileng Vite- native) kapa Jest (e tsebahalang haholo). TypeScript: Vitest kapa Jest le ts- jest. Java: JUnit 5. Go: package e kentsoeng ho hlahloba. Ruby: RSpec. PHP: PHPUnit. Swift: XCTest. Mokhethoa o tlisetsa mohlala ho sebelisa syntax e nepahetseng ea assertion / fixture bakeng sa framework e khethileng.

Ho fapana le ho asserting ka letsoho-e-etsoa li-inputs, e moqapi o ngola Hypothesis (Python), fast-check (JS/TS), kapa junit-quickcheck (Java) liteko tse etsang limilione tsa li-inputs tse sa tšoaneng le ho netefatsa hore thepa e na le bakeng sa bona bohle. Ho nka liphoso liteko tse ngotsoeng ka letsoho li sa khone - off-by-one, integer overflow, e bobebe ho kopanya edge cases. Ho sebelisoa ha mosebetsi ka tlas'a teko e na le invariant e hlakileng (ho hlophisa, ho hlophisa roundtrip, jj.).

Ha ho joalo - Free.ai e hlahisa khoutu ea ho hlahloba; u e phethela kahare. Bula / coder / ho tlosa lifaele tse peli ho sandbox ea rona ea mosebelisi le ho e phethela, kapa ho kenya kahare ho repository ea hau ea kahare'me u phethe pytest / npm test / go test joalo ka ha ho tloaelehileng. Phetoho e kenyelletsa molaoli oa CLI oa setsi se khethileng.

Mofuta o boletsoe hore o hlahisoa ka ho feletseng 1 happy-path, 2-3 edge cases, le (ha liphoso li hlahlojoa) 1-2 error path tests ka mosebetsi oa sechaba. Bakeng sa ho koala ka ho feletseng ka lipalo sebelisa sesebelisoa sa ho koala (coverage.py, c8, jacoco) ka mor'a ho sebetsa - Free.ai e lebisang ho koala ka tsela e itseng, eseng ho koala ka lebokoseng.

AI-e hlahisoang ke liteko ke sebaka sa ho qala - ba tlatsa ka potlako ka liketsahalo tse hlakileng (happy + standard edges) kahoo u ka nahana ka invariants khoebo e thata. Kamehla bala liteko tse'maloa pele ho committing; e mong le e mong model ka linako tse ling affirms ka litheko tse sa lebelloang tse sa nepahalang ha lebitso la mosebetsi ke le sa utloahaleng. Treat AI liteko joaloka junior dev ea pele PR - hlahloba, Fix, merge.

Ho etsa joalo ho molemo ho feta ho leka ka API ea sechaba. Mofuta o lebisa ho sena. Haeba u hloka ho koala mokhoa oa hau oa botho, o ka o hlalosa ka ho botsa - mofuta o tla sebelisa mokhoa oa puo (Python name mangling, JS dynamic access, Java reflection) empa o tla u bolella hore ke mohloa oa kotloloho.

Ha ho joalo - ha sehlooho se ka tlaase sa teko se kenya bareki ba DB, bareki ba HTTP, faele I / O, jj. Mofuta o sebelisa mokhabiso oa mocking primitive (pytest monkeypatch / unittest.mock, Jest jest.mock, Mockito bakeng sa Java)'me o fana ka li-fakes tse nyane. Bakeng sa li-mocks tse thata (seboka sa DB se nang le 10-method) u tla kamehla ho bonolo ka letsoho kamora.

Ho fihlela ho li-characters tse 12,000 (~ li-line tse 180) ka tsela e hokelitsoeng ka boeona. Premium Claude / GPT e nang le li-context tse telele tse tsamaisang liteko tsa file e felletseng (200K + li-chars) - ho fetola ha ho etsoa liteko bakeng sa mojaro o felletseng.

Code e romelloa ho model, e sebetsanoa,'me e tlosoa. Self-hosted Qwen 3 Coder e sebetsa ka GPUs ea Free.ai - mohloli oa hau ha o tlohele merero ea rona. Premium external models (Claude / GPT-5) route through their providers under their data-handling terms.

Ee - POST ho /v1/chat/ le ho hlahloba sistimi ea ho botsa (framework + ho koala lipheo) le mohloli e le moqoqo oa mosebelisi. E molemo bakeng sa CI e ka etsa tlhahlobo ka ho toba bakeng sa lifaele tse ncha. Bona /api/ bakeng sa li-snippets.