language	en
tags	i-lang protocol dictionary ai-native ai-to-ai zero-ambiguity semantic-loss
license	mit

I-Lang Dictionary v4.0

88 verbs. 13 Greek aliases. 29 modifiers. 14 entities.

The complete verb dictionary for I-Lang v4.0, the native language of artificial intelligence. It reduces semantic loss between human intent and machine execution.

Genesis

Max (@SUN) designed, Claude Opus co-authored, GPT red-teamed.

iLang Inc. | Palm Media Technology | ilang:v4.0:2026-04-20

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Syntax

Operation (what something DOES)

[VERB:@TARGET|mod1=val1,mod2=val2]

Pipe chain

[VERB1:@SRC]=>[VERB2]=>[VERB3:@DST]

Each step receives the previous output as @PREV.

Declaration (what something IS)

::STATE{@ENTITY, key:value}
::GENE{name|conf:level|scope:context}
  T:trait_description
  A:anti_pattern⇒consequence

v4.0 Execution Declarations (8)

::PRIOR{dimension:name|default:value|authority:level|scope:context}
::UNTRUSTED{@SOURCE|risk:level}
::BUDGET{resource:type|limit:value|action_on_exhaust:behavior}
::STATUS{phase:value|confidence:pct|blockers:list|by:authority}
::OBJECTIVE{goal:description|success:criteria}
::RUBRIC{dimension:name|weight:pct|threshold:value}
::EVIDENCE{claim:text|source:ref|method:how|confidence:pct}
::FALLBACK{trigger:condition|action:behavior|notify:target}

Conventions

• Verbs: UPPERCASE
• Entities: @ + UPPERCASE
• Modifiers: lowercase
• Pipes: => connects operations left to right

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Verbs (88)

Data I/O (12)

Verb	Alias	Target is	Meaning
READ		source	Read content from source
WRIT		destination	Write input to destination
GET		source	Fetch remote resource
DEL		destination	Delete target
LIST		source	Enumerate items in container
COPY		destination	Copy without deleting source
MOVE		destination	Move from source to destination
STRM		source	Stream data
CACH		n/a	Cache for fast retrieval
SYNC		destination	Synchronize source and destination
SEND		destination	Transmit to destination
RUN		n/a	Execute command or script

Transform (22)

Verb	Alias	Meaning
FMT		Reformat into target format
CONV		Convert type or representation
SPLIT	∂	Split by delimiter or rule
MERGE	Σ	Merge multiple items into one
MAP	λ	Apply function to each element
FILT	φ	Filter by condition
SORT	∇	Sort by field or rule
DEDU		Remove duplicates
FLAT		Flatten nested data
NEST		Nest flat data by key
CHNK		Chunk into sized pieces
REDU		Reduce to single value
PIVT		Pivot data by column
TRNS		Transpose
ENCD		Encode (base64, hex)
DECD		Decode
HASH	ξ	Hash (one-way digest)
CMPR	ζ	Compress (gzip, etc.)
EXPN		Decompress
XLAT	θ	Translate between languages
REWR		Rewrite preserving meaning
DIFF	Δ	Show differences

Analysis (17)

Verb	Alias	Meaning
SCAN		Examine for patterns or features
MTCH		Find matching elements
CNT		Count items or occurrences
STAT	μ	Compute statistics
EVAL		Assess against criteria
SCOR		Score against metric
RANK		Order by priority or score
TRND		Detect trend
CORR		Correlate variables
FRCS		Forecast
ANOM		Detect anomalies
SENT	ψ	Sentiment analysis
CLST		Cluster
BNCH		Benchmark
AUDT		Audit
VALD		Validate against schema or rule
CLSF		Classify into categories

Generation (10)

Verb	Alias	Meaning
CREA		Create new resource
DRFT		Generate first draft
EXPD		Expand with detail
SHRT		Shorten or condense
PARA		Paraphrase
STYL		Apply style
TMPL		Apply template
FILL		Fill form or structure
EXTC		Extract specific data
GEN		Generic generate

Execute (12)

Verb	Alias	Meaning
PLAN		Design approach
DECI		Choose between options
CHEK		Verify condition
FIX		Repair errors
DPLO		Deploy to production
SAVE		Persist to storage
REVW		Review completed work
LERN		Update internal model
TEST		Verify functionality
PARS		Parse structured input
LOOP		Repeat operation over set
WAIT		Pause for condition

Output (5)

Verb	Alias	Meaning
OUT	Ω	Mark final output
DISP		Display to user
EXPT		Export to file format
PRNT		Print message
LOG		Log event or state

Structure (5)

Verb	Alias	Meaning
LINK		Create connection
SET		Assign value
TAG		Attach metadata
GRP		Group by criterion
EMBD		Encode into vector space

Meta (4)

Verb	Alias	Meaning
HELP		Show help
DESC		Describe entity
INTR		Introspect internal state
NOOP		No operation

Batch (1)

Verb	Alias	Meaning
BATC	Π	Apply verb to each item in list

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Aliases

Alias	Verb	Alias	Verb
Σ	MERGE	ψ	SENT
Δ	DIFF	ξ	HASH
φ	FILT	ζ	CMPR
∇	SORT	θ	XLAT
λ	MAP	Ω	OUT
∂	SPLIT	Π	BATC
μ	STAT

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Modifiers (29)

Mod	Meaning	Values
src	Explicit source	entity, URI
dst	Explicit destination	entity, URI
path	Path within entity	string
fmt	Output format	text, json, md, csv, xml, html, email
lng	Language	ISO 639-1 (en, zh, ja)
sty	Style	pro, casual, code, bullets
ton	Tone	urgent, neutral, formal
len	Length target	short, med, long, number
lim	Limit	integer
off	Offset	integer
top	Top N	integer
bot	Bottom N	integer
srt	Sort by	field name
grp	Group by	field name
whr	Filter condition	condition string
mch	Match pattern	glob (default) or regex with typ=regex
exc	Exclude pattern	glob or regex
dep	Depth	integer
rng	Range	start:end
typ	Type expectation	str, int, bool, regex
enc	Encoding	utf8, base64, hex
cap	Capacity	bytes, tokens
pri	Priority	p0, p1, p2
col	Columns	comma separated
row	Rows	index array
frm	From (time)	timestamp
to	To (time)	timestamp
scp	Scope	global, local, strict
op	Operation ref	verb name (for BATC)

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Entities

Core

Entity	Meaning
@SRC	Source payload
@DST	Destination
@PREV	Previous pipe output
@LOCAL	Local filesystem
@SCREEN	User-visible output
@LOG	System log
@NULL	Discard sink
@STDIN	Standard input

External

Entity	Meaning
@GH	GitHub
@R2	Cloudflare R2 Storage
@COS	Cloud Object Storage
@DRIVE	Google Drive
@WORKER	Cloudflare Worker
@CF	Cloudflare API

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Quick Reference

Natural Language	I-Lang
Read config from GitHub, format as JSON	`[READ:@GH
Summarize previous in 3 bullets	`[Σ:@PREV
Translate to Chinese, save to R2	`[θ:@SRC
Read all .md, merge, output	`[LIST:@LOCAL
Filter fatal errors from logs	`[φ:@LOG
Draft professional email	`[DRFT:@SRC

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Error Codes

Code	Meaning
E200	Entity Not Found
E201	Unsupported Entity
E300	Syntax Error
E301	Type Mismatch
E302	Invalid Modifier
E303	Invalid Value
E304	Unknown Verb
E305	Unknown Alias
E400	Rate Limited
E401	Capacity Exceeded
E402	Timeout
E500	Dependency Unavailable
E501	Ambiguous Instruction
E502	Unsupported Format

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Resources

Resource	Link
Protocol Spec	ilang-ai/ilang-spec
Website	ilang.ai
All Datasets	huggingface.co/i-Lang
Book (Narrative)	Amazon
Book (Specification)	Amazon
Academic Paper	ResearchGate

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I-Lang v4.0 Final | Max (@SUN) designed, Claude Opus co-authored, GPT red-teamed. iLang Inc. | Palm Media Technology | MIT License ilang.ai | github.com/ilang-ai